Task description

The aim of this task is to develop anomalous sound detection techniques that can train models on new data with noisy normal machine sounds and a few additional samples containing only factory noise or clean normal machine sounds, enabling the model to achieve higher detection performance regardless of environmental noise shifts or other domain shifts.

More detailed task description can be found in the task description page

Teams ranking

Table including only the best performing system per submitting team.

Rank	Submission Information		Evaluation Dataset																		Development Dataset
	Submission Code	Technical Report	Official Rank	Official Score	AutoTrash (AUC)	AutoTrash (pAUC)	BandSealer (AUC)	BandSealer (pAUC)	CoffeeGrinder (AUC)	CoffeeGrinder (pAUC)	HomeCamera (AUC)	HomeCamera (pAUC)	Polisher (AUC)	Polisher (pAUC)	ScrewFeeder (AUC)	ScrewFeeder (pAUC)	ToyPet (AUC)	ToyPet (pAUC)	ToyRCCar (AUC)	ToyRCCar (pAUC)	ToyCar (AUC)	ToyCar (pAUC)	ToyTrain (AUC)	ToyTrain (pAUC)	Bearing (AUC)	Bearing (pAUC)	Fan (AUC)	Fan (pAUC)	Gearbox (AUC)	Gearbox (pAUC)	Slider (AUC)	Slider (pAUC)	Valve (AUC)	Valve (pAUC)
	DCASE2025_baseline_task2_MAHALA	DCASE2025baseline2025	58	56.50558189601554 ± 0.0012582648036794197	62.59	54.16	45.77	49.11	52.52	51.42	57.05	51.84	60.34	53.79	75.85	70.05	58.88	56.84	55.67	54.00	62.04	49.05	48.51	48.32	61.33	61.86	58.27	50.82	62.44	55.07	62.03	53.61	58.61	52.53
	Zhou_XJU_task2_4	ZhouXJU2025	93	52.90746388052138 ± 0.0012225858948732692	43.95	51.11	56.27	52.32	46.38	52.16	55.68	53.74	53.42	50.58	64.00	57.11	54.77	53.42	54.61	52.00	78.38	55.53	69.87	55.16	61.44	54.53	58.09	56.32	70.46	61.63	62.74	51.68	75.63	72.53
	Cai_NCUT_task2_3	CaiNCUT2025	42	57.5585903081211 ± 0.0013141680391751025	75.94	61.29	57.92	54.89	45.84	52.63	48.52	50.26	55.57	51.24	83.40	67.08	59.64	58.13	59.46	52.50	69.44	53.32	73.72	55.32	66.09	62.21	53.11	51.16	57.27	54.68	68.61	56.05	80.89	73.76
	Saengthong_SCITOK_task2_2	SaengthongSCITOK2025	2	61.569433614253896 ± 0.001484160042616686	86.06	71.05	62.38	57.37	53.23	52.00	52.37	52.32	67.40	56.68	84.26	73.47	67.11	57.84	52.95	51.63	67.34	55.68	77.11	59.79	65.99	60.32	54.49	56.95	68.31	58.74	70.23	57.05	81.46	72.00
	Zhang_DKU_task2_4	ZhangDKU2025	63	55.76153468345078 ± 0.001174199773801252	82.96	65.21	56.49	51.84	55.43	51.74	45.76	55.32	58.53	54.21	68.19	56.42	52.26	52.26	47.27	50.79	66.16	48.47	68.14	50.10	70.10	56.00	57.99	53.36	81.59	73.84	72.78	55.63	85.40	86.94
	WT_IACAS_task2_2	WTIACAS2025	44	57.44073696264025 ± 0.0013512115891784388	87.27	72.74	66.85	61.37	50.12	51.63	50.36	52.89	57.79	56.63	66.48	62.84	59.16	55.00	42.32	51.21	70.94	59.84	77.96	58.84	69.98	63.11	61.70	55.42	83.20	74.26	71.78	55.74	91.24	85.53
	Zhou_XAUAT_task2_1	ZhouXAUAT2025	24	58.1881454965969 ± 0.001303450752882116	90.58	79.16	55.62	50.63	55.14	51.84	62.03	55.32	62.74	54.05	52.52	51.42	61.85	53.58	51.29	54.79	63.90	53.58	71.25	52.89	63.25	59.11	63.60	61.32	73.87	57.00	63.82	52.16	79.53	68.16
	Zhong_USTC_task2_4	ZhongUSTC2025	30	57.874646573614505 ± 0.0013941667172153518	81.32	56.10	55.96	55.21	58.76	55.68	49.43	52.05	70.54	62.16	76.01	63.53	59.49	54.74	41.59	49.32	67.49	54.24	62.69	52.67	60.26	63.58	55.37	49.68	60.16	56.24	62.44	57.98	68.88	61.13
	Vijayyan_SNUC_task2_1	VijayyanSNUC2025	109	49.90505686153821 ± 0.0012811394826572587	64.39	56.74	41.16	48.32	45.70	50.53	34.37	47.37	53.20	51.32	72.65	63.47	51.10	52.89	48.03	49.89	63.24	49.05	62.76	54.32	65.14	58.32	57.58	51.58	63.38	54.74	64.14	53.05	81.16	63.16
	CHUNG_KUCAU_task2_4	CHUNGKUCAU2025	47	57.227161466047036 ± 0.0013105905782118228	77.48	67.68	67.33	56.95	48.55	51.16	63.55	57.84	56.18	52.37	74.23	67.32	47.25	47.58	46.82	51.37	66.81	51.36	70.31	558.78	72.06	57.00	51.06	51.31	61.06	52.57	65.06	50.15	78.40	67.78
	Dung_CNTT1PTIT_task2_1	DungCNTT1PTIT2025	112	48.71892564275941 ± 0.0011303602632511981	38.71	54.58	50.06	48.68	54.41	51.74	51.51	51.05	51.62	50.58	43.46	49.11	43.03	48.68	54.54	52.47	48.32	52.63	50.39	50.26	52.78	53.95	52.22	50.58	50.47	63.32	46.94	51.21	46.73	49.53
	Zhang_NWPU_task2_2	ZhangNWPU2025	67	55.42463764307989 ± 0.0013394739153165399	65.80	56.95	64.48	55.95	51.36	50.84	55.55	55.11	62.68	58.32	62.28	57.53	62.47	58.32	36.46	47.95	66.58	49.32	74.98	53.53	73.08	63.53	62.60	59.16	73.08	60.21	76.20	54.74	82.10	67.95
	Chao_BUCT_task2_3	ChaoBUCT2025	108	50.13154697532129 ± 0.001259520077091061	56.74	50.26	37.40	48.58	70.57	50.95	60.64	52.11	52.78	51.79	41.29	48.63	51.41	48.47	45.98	49.63	48.48	42.68	54.16	53.70	58.36	58.13	52.54	51.92	49.20	47.76	52.73	52.69	52.47	52.64
	Li_XJTLU_task2_2	LiXJTLU2025	87	53.469426047012206 ± 0.0012893785514650324	76.28	68.11	52.38	51.11	42.51	52.05	53.29	53.63	52.59	50.00	54.35	50.05	52.99	51.00	56.24	49.89	68.73	53.05	66.72	57.30	58.16	50.68	57.63	48.15	55.83	54.00	60.24	52.73	75.80	64.73
	Wang_ZJU_task2_4	WangZJU2025	55	56.866003688314095 ± 0.001245781793743034	62.41	54.53	47.02	50.05	53.62	51.84	55.58	52.32	59.04	55.00	72.29	67.58	59.15	57.00	59.98	54.84	55.38	60.16	43.75	50.37	56.36	52.88	58.27	60.16	62.12	54.57	61.64	51.84	54.34	64.68
	Lin_IASP_task2_4	LinIASP2025	73	54.776114357402165 ± 0.0011741700736731956	77.88	69.58	47.76	51.16	52.12	51.42	48.18	49.74	53.30	53.26	61.41	58.74	54.74	54.68	54.49	50.47	59.73	50.67	60.99	49.68	62.39	59.73	59.72	55.78	60.18	57.47	60.20	53.15	67.18	59.38
	Lobanov_ITMO_task2_2	LobanovITMO2025	98	52.52595001212435 ± 0.001248375343145035	66.47	62.26	58.00	49.89	43.83	51.74	57.19	52.89	52.98	50.42	52.88	49.74	47.93	51.21	49.63	49.16	42.54	2550.00	63.52	3988.00	52.66	57.22	55.26	55.10	53.70	54.12	43.84	45.07	65.80	65.80
	Qian_nivic_task2_2	Qiannivic2025	28	58.01974104378345 ± 0.0014035588713639333	82.51	56.10	57.63	53.47	56.22	51.58	46.67	53.32	68.13	61.26	75.28	64.47	59.28	54.53	48.30	49.11	64.23	51.53	60.88	55.30	63.58	65.32	56.81	50.22	59.73	56.21	63.31	53.87	69.04	59.39
	Wang_MYPS_task2_3	WangMYPS2025	1	61.62755928284949 ± 0.0013535025717832298	80.61	77.05	64.22	51.63	57.94	52.16	62.45	53.79	68.76	54.05	90.24	79.16	62.64	54.05	44.35	52.84	66.22	50.74	62.10	54.63	62.41	65.68	56.98	51.60	60.18	57.75	62.34	53.08	68.66	62.28
	Emon_HDK_task2_1	EmonHDK2025	121	45.15099353175931 ± 0.0012413329586015724	30.49	52.26	35.37	48.47	70.66	52.21	46.39	52.68	43.90	49.58	53.52	48.58	37.77	48.32	46.00	51.84	72.55	65.40	90.05	83.60	94.20	85.80	67.35	67.50	86.35	50.80	92.15	70.30	85.95	61.40
	Fu_CUMT_task2_4	FuCUMT2025	26	58.13668049404887 ± 0.0014644138554073664	82.07	56.10	55.06	54.95	60.47	57.53	48.92	49.32	69.41	62.95	75.01	63.26	55.68	55.37	46.10	50.11	65.22	54.44	62.06	53.99	61.73	63.65	58.73	54.06	62.35	53.25	61.84	54.52	68.70	61.88
	Ding_HFUU_task2_4	DingHFUU2025	59	56.37774443771024 ± 0.001224450673236013	65.98	51.95	46.57	49.47	53.42	52.11	52.68	52.21	58.71	53.89	70.26	67.84	59.27	57.32	59.16	54.32	62.80	49.70	58.81	50.19	58.94	58.12	58.55	61.05	61.86	50.63	61.67	55.05	64.66	57.35
	Yang_NBU_task2_1	YangNBU2025	3	61.20134568401735 ± 0.0013249535881398125	84.76	75.37	66.41	57.79	50.09	49.63	62.99	53.37	75.64	61.32	94.22	80.00	56.83	53.21	42.80	49.74	64.06	51.79	61.85	55.90	63.34	63.56	58.19	49.97	59.95	53.25	63.96	56.00	68.71	58.42
	Kret_CU_task2_1	KretCU2025	115	47.90299388774425 ± 0.001155154341464739	32.60	48.42	50.35	50.32	45.49	49.26	33.00	49.63	51.97	51.21	61.04	62.79	56.35	54.74	59.08	49.79	47.78	0.00	56.94	13.60	50.76	13.20	51.64	0.80	58.10	0.00	56.12	5.20	55.00	3.60
	Zheng_SJTU-AITHU_task2_2	ZhengSJTU-AITHU2025	11	59.49972264254595 ± 0.0013491175199334372	94.60	85.58	68.09	58.95	52.27	47.58	56.31	55.32	58.22	54.37	67.21	53.21	64.23	56.00	47.46	52.95	66.15	53.16	73.63	57.63	67.60	58.79	61.96	55.89	82.57	67.53	84.90	59.95	90.82	84.11
	Zhao_CUMT_task2_3	ZhaoCUMT2025	61	56.05710040362136 ± 0.0013546424429837578	59.85	51.05	48.25	50.89	51.73	50.26	51.71	53.37	62.63	56.84	80.06	68.63	51.79	54.26	59.71	54.21	60.14	48.84	48.57	48.74	61.26	63.21	55.85	50.32	61.96	54.53	61.93	52.58	54.28	51.31
	Ozeki_MELCO_task2_1	OzekiMELCO2025	23	58.23359688192865 ± 0.0011667802614379898	86.35	74.79	62.04	55.79	46.36	51.05	56.50	50.63	62.40	55.63	52.30	49.42	64.14	56.89	62.21	55.11	58.16	51.52	71.56	49.68	56.63	53.10	54.53	53.73	61.90	56.94	73.65	59.52	82.78	73.26
	Huang_XJU_task2_1	HuangXJU2025	25	58.14052430128241 ± 0.0012193313166606692	74.01	53.63	57.15	59.37	46.98	49.21	65.68	52.79	52.08	50.42	82.14	69.32	61.78	57.68	54.54	51.00	66.22	53.63	72.08	56.16	75.86	64.95	59.20	50.58	72.02	58.32	65.55	54.21	76.20	74.74
	Fujimura_NU_task2_1	FujimuraNU2025	7	59.99466314801132 ± 0.001325555756111588	78.10	65.53	74.27	61.84	50.36	52.00	64.66	53.68	61.79	58.47	83.84	68.89	57.33	57.05	41.64	51.89	67.08	48.63	72.48	56.79	77.74	57.21	53.60	52.05	72.86	60.58	66.99	54.47	92.52	82.58
	Jiang_THUEE_task2_2	JiangTHUEE2025	10	59.79329753333621 ± 0.0013522826832875893	94.98	86.21	67.95	58.26	52.66	47.37	54.77	55.89	59.64	54.68	70.12	56.89	64.66	56.37	46.94	51.47	66.90	53.00	72.71	55.95	68.93	60.58	61.91	55.00	81.95	68.32	85.56	60.26	92.04	86.37
	Bian_TGU_task2_3	BianTGU2025	104	51.417480569726926 ± 0.0011698485309061142	44.25	49.79	55.13	50.89	49.26	51.05	57.35	51.63	46.36	48.16	57.37	51.84	52.45	51.68	55.26	51.53	48.09	48.52	46.53	49.63	49.90	49.16	52.63	50.94	52.80	49.53	55.24	51.16	48.80	51.74
	Sera_TMU_task2_1	SeraTMU2025	57	56.567561042877735 ± 0.0013602097930091965	57.68	52.00	52.72	54.05	60.92	53.21	51.90	50.58	49.11	49.47	83.39	67.21	59.66	55.74	60.14	51.32	71.28	54.63	73.08	57.42	67.80	61.36	56.06	51.79	71.52	62.42	67.38	49.42	69.48	56.63
	Kim_DAU_task2_2	KimDAU2025	111	48.96578012474582 ± 0.0011669517429796642	59.12	49.16	44.24	50.84	40.06	49.89	57.76	56.05	47.59	50.11	49.97	51.95	45.08	48.11	47.18	50.37	77.58	66.87	77.83	68.42	78.50	69.53	77.43	65.33	78.30	69.64	77.21	64.10	78.81	67.27
	Wang_UniS_task2_1	WangUniS2025	34	57.754303274825524 ± 0.0012838059463938772	86.59	72.84	58.69	55.00	50.61	51.26	60.86	54.11	54.32	53.05	58.10	52.84	63.87	57.63	50.19	53.84	60.74	49.95	66.68	50.53	52.89	50.11	56.02	53.11	71.89	72.65	78.14	56.63	86.38	78.32
	Guan_HEU_task2_1	GuanHEU2025	22	58.25344060002535 ± 0.0011865451404030904	70.81	59.53	55.51	53.63	46.55	49.58	49.38	50.74	61.83	56.11	89.98	77.26	62.19	61.79	55.60	51.89	72.19	54.65	75.44	57.42	64.71	61.51	56.81	53.06	70.24	57.79	67.58	53.80	73.35	65.50
	Kim_AISTAT_task2_4	KimAISTAT2025	29	57.95495072758183 ± 0.0013606493522197662	90.21	77.47	55.11	54.53	50.96	55.32	69.84	61.53	51.39	51.63	59.97	51.58	63.67	55.79	47.60	50.47	65.72	50.42	75.68	61.68	66.04	55.58	62.08	51.84	74.80	66.89	82.20	63.79	78.12	70.42

Supplementary metrics (recall, precision, and F1 score)

Rank	Submission Information		Evaluation Dataset
	Submission Code	Technical Report	Official Rank	AutoTrash (F1 score)	AutoTrash (Recall)	AutoTrash (Precision)	BandSealer (F1 score)	BandSealer (Recall)	BandSealer (Precision)	CoffeeGrinder (F1 score)	CoffeeGrinder (Recall)	CoffeeGrinder (Precision)	HomeCamera (F1 score)	HomeCamera (Recall)	HomeCamera (Precision)	Polisher (F1 score)	Polisher (Recall)	Polisher (Precision)	ScrewFeeder (F1 score)	ScrewFeeder (Recall)	ScrewFeeder (Precision)	ToyPet (F1 score)	ToyPet (Recall)	ToyPet (Precision)	ToyRCCar (F1 score)	ToyRCCar (Recall)	ToyRCCar (Precision)
	DCASE2025_baseline_task2_MAHALA	DCASE2025baseline2025	58	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Zhou_XJU_task2_4	ZhouXJU2025	93	28.65	18.15	68.06	54.38	51.43	57.69	34.63	24.37	59.82	58.48	54.10	63.64	51.58	49.81	53.48	58.70	58.85	58.55	49.70	43.93	57.21	54.00	54.00	54.00
	Cai_NCUT_task2_3	CaiNCUT2025	42	68.43	63.55	74.11	50.77	47.08	55.09	35.00	24.44	61.65	55.29	54.84	55.75	53.30	48.07	59.80	75.28	73.42	77.24	52.10	42.93	66.26	54.58	54.84	54.32
	Saengthong_SCITOK_task2_2	SaengthongSCITOK2025	2	80.32	76.68	84.32	42.25	29.76	72.81	47.48	38.18	62.78	28.11	19.09	53.30	56.48	46.47	71.98	69.92	97.96	54.36	64.37	74.08	56.91	42.21	35.10	52.94
	Zhang_DKU_task2_4	ZhangDKU2025	63	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	WT_IACAS_task2_2	WTIACAS2025	44	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Zhou_XAUAT_task2_1	ZhouXAUAT2025	24	82.05	84.71	79.56	54.81	55.36	54.27	55.75	62.60	50.24	57.69	60.00	55.56	65.82	78.00	56.93	63.10	75.95	53.96	62.51	73.78	54.22	56.57	68.44	48.20
	Zhong_USTC_task2_4	ZhongUSTC2025	30	51.94	51.92	51.96	55.01	54.98	55.04	46.96	46.98	46.94	52.78	52.53	53.03	56.97	56.98	56.96	54.90	54.84	54.96	53.91	53.93	53.89	51.49	51.69	51.30
	Vijayyan_SNUC_task2_1	VijayyanSNUC2025	109	70.88	82.02	62.40	52.53	48.41	57.42	36.52	31.84	42.81	49.20	49.65	48.75	50.07	45.77	55.27	69.36	94.99	54.62	62.46	70.13	56.30	33.33	25.55	47.94
	CHUNG_KUCAU_task2_4	CHUNGKUCAU2025	47	48.92	33.92	87.72	42.98	30.71	71.58	48.73	38.40	66.67	58.06	48.00	73.47	38.43	27.00	66.67	67.86	72.65	63.67	57.12	58.23	56.04	25.44	17.78	44.69
	Dung_CNTT1PTIT_task2_1	DungCNTT1PTIT2025	112	64.40	94.99	48.72	46.78	42.79	51.60	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Zhang_NWPU_task2_2	ZhangNWPU2025	67	58.76	49.35	72.58	46.85	45.91	47.83	53.06	52.00	54.17	49.94	48.82	51.11	52.87	51.69	54.11	51.42	50.04	52.88	52.01	50.98	53.08	51.02	50.00	52.08
	Chao_BUCT_task2_3	ChaoBUCT2025	108	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00
	Li_XJTLU_task2_2	LiXJTLU2025	87	69.14	68.64	69.65	55.00	54.98	55.02	32.62	24.00	50.91	46.06	44.88	47.30	51.84	48.44	55.76	49.85	49.41	50.30	46.97	41.21	54.60	53.73	51.43	56.25
	Wang_ZJU_task2_4	WangZJU2025	55	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Lin_IASP_task2_4	LinIASP2025	73	64.35	64.48	64.23	52.48	51.31	53.70	54.98	54.11	55.88	47.37	47.67	47.08	51.67	50.72	52.66	56.96	56.84	57.08	50.85	50.08	51.65	54.32	54.11	54.53
	Lobanov_ITMO_task2_2	LobanovITMO2025	98	68.53	98.99	52.41	44.89	37.89	55.05	32.17	25.71	42.96	23.17	14.12	64.52	34.63	27.87	45.73	28.07	19.20	52.17	32.60	25.87	44.04	43.62	38.57	50.19
	Qian_nivic_task2_2	Qiannivic2025	28	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Wang_MYPS_task2_3	WangMYPS2025	1	73.43	71.89	75.04	59.46	59.40	59.52	52.00	51.47	52.54	59.97	59.93	60.01	61.98	61.74	62.22	83.02	82.99	83.05	59.02	58.33	59.73	44.00	43.64	44.36
	Emon_HDK_task2_1	EmonHDK2025	121	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	6.81	3.69	43.64	10.70	6.40	32.65	13.95	8.40	41.18	0.00	0.00	0.00	11.91	6.77	49.44
	Fu_CUMT_task2_4	FuCUMT2025	26	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Ding_HFUU_task2_4	DingHFUU2025	59	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Yang_NBU_task2_1	YangNBU2025	3	51.92	51.92	51.92	47.61	47.25	47.97	51.85	51.69	52.01	44.05	43.91	44.19	53.01	52.98	53.04	49.92	49.92	49.92	42.00	42.00	42.00	52.89	52.83	52.95
	Kret_CU_task2_1	KretCU2025	115	0.00	0.00	0.00	6.79	3.69	42.11	41.83	36.98	48.15	57.10	61.11	53.58	24.62	15.65	57.69	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00
	Zheng_SJTU-AITHU_task2_2	ZhengSJTU-AITHU2025	11	85.81	85.26	86.38	64.07	63.75	64.39	48.81	47.69	49.98	56.05	55.93	56.17	57.37	56.90	57.85	61.96	61.94	61.98	56.81	55.52	58.16	45.88	42.67	49.61
	Zhao_CUMT_task2_3	ZhaoCUMT2025	61	61.50	60.85	62.16	20.92	13.22	50.17	17.33	11.16	38.71	22.16	13.33	65.57	32.73	24.00	51.43	0.00	0.00	0.00	42.91	41.48	44.44	0.00	0.00	0.00
	Ozeki_MELCO_task2_1	OzekiMELCO2025	23	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Huang_XJU_task2_1	HuangXJU2025	25	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Fujimura_NU_task2_1	FujimuraNU2025	7	66.89	100.00	50.25	68.19	75.95	61.86	0.00	0.00	0.00	48.60	38.77	65.12	5.19	2.67	100.00	66.67	100.00	50.00	62.57	70.74	56.09	66.67	100.00	50.00
	Jiang_THUEE_task2_2	JiangTHUEE2025	10	88.81	88.09	89.54	64.15	63.75	64.56	50.81	49.81	51.85	55.02	54.98	55.06	57.53	56.90	58.18	65.72	65.76	65.68	58.14	56.95	59.38	46.35	43.92	49.07
	Bian_TGU_task2_3	BianTGU2025	104	16.27	9.60	53.33	24.95	15.75	60.00	14.76	8.40	60.87	31.33	22.61	50.98	0.00	0.00	0.00	25.51	15.75	67.02	20.33	12.31	58.39	0.00	0.00	0.00
	Sera_TMU_task2_1	SeraTMU2025	57	0.00	0.00	0.00	7.17	3.75	81.08	0.00	0.00	0.00	20.00	12.00	60.00	7.01	3.69	68.57	32.79	20.00	90.91	0.00	0.00	0.00	18.43	10.91	59.41
	Kim_DAU_task2_2	KimDAU2025	111	48.79	45.96	52.00	16.34	9.75	50.32	54.26	62.40	48.00	58.03	73.42	47.97	55.43	60.98	50.81	19.29	12.92	38.01	28.39	19.80	50.13	25.63	18.20	43.33
	Wang_UniS_task2_1	WangUniS2025	34	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Guan_HEU_task2_1	GuanHEU2025	22	60.06	54.19	67.36	29.70	19.35	63.83	40.13	30.41	58.96	27.05	18.67	49.12	33.04	22.40	62.92	63.91	47.35	98.31	40.52	28.10	72.64	32.35	21.82	62.50
	Kim_AISTAT_task2_4	KimAISTAT2025	29	79.88	85.95	74.61	37.03	26.55	61.18	23.80	14.75	61.64	66.81	62.60	71.63	37.38	30.00	49.59	66.89	100.00	50.25	68.24	97.96	52.36	53.17	58.58	48.68

Systems ranking

Rank	Submission Information		Evaluation Dataset																		Development Dataset
	Submission Code	Technical Report	Official Rank	Official Score	AutoTrash (AUC)	AutoTrash (pAUC)	BandSealer (AUC)	BandSealer (pAUC)	CoffeeGrinder (AUC)	CoffeeGrinder (pAUC)	HomeCamera (AUC)	HomeCamera (pAUC)	Polisher (AUC)	Polisher (pAUC)	ScrewFeeder (AUC)	ScrewFeeder (pAUC)	ToyPet (AUC)	ToyPet (pAUC)	ToyRCCar (AUC)	ToyRCCar (pAUC)	ToyCar (AUC)	ToyCar (pAUC)	ToyTrain (AUC)	ToyTrain (pAUC)	Bearing (AUC)	Bearing (pAUC)	Fan (AUC)	Fan (pAUC)	Gearbox (AUC)	Gearbox (pAUC)	Slider (AUC)	Slider (pAUC)	Valve (AUC)	Valve (pAUC)
	DCASE2025_baseline_task2_MAHALA	DCASE2025baseline2025	58	56.50558189601554 ± 0.0012582648036794197	62.59	54.16	45.77	49.11	52.52	51.42	57.05	51.84	60.34	53.79	75.85	70.05	58.88	56.84	55.67	54.00	62.04	49.05	48.51	48.32	61.33	61.86	58.27	50.82	62.44	55.07	62.03	53.61	58.61	52.53
	DCASE2025_baseline_task2_MSE	DCASE2025baseline2025	77	54.42827820713174 ± 0.001271407576916618	48.26	54.21	51.06	52.05	55.20	53.42	61.76	52.84	53.29	52.32	65.39	62.11	47.60	55.00	57.36	55.53	62.28	49.70	59.11	50.19	59.84	61.12	54.85	49.46	57.64	52.49	59.44	52.32	65.36	57.35
	Zhou_XJU_task2_1	ZhouXJU2025	100	52.416950012493416 ± 0.0011881967859310029	46.52	49.53	54.53	50.89	43.02	50.16	48.82	52.84	54.45	51.42	66.81	59.11	56.14	54.32	55.23	53.32	74.45	56.42	72.63	56.26	61.27	52.63	56.10	54.68	68.90	60.63	62.53	52.16	76.45	74.00
	Zhou_XJU_task2_2	ZhouXJU2025	94	52.84774417237518 ± 0.0012060424784515957	45.39	49.53	57.64	51.89	47.06	50.68	48.90	52.95	53.89	51.47	64.51	57.37	56.26	53.79	55.46	53.42	75.06	54.37	71.45	55.47	61.36	53.42	57.61	56.84	69.69	60.42	62.05	52.11	75.54	72.53
	Zhou_XJU_task2_3	ZhouXJU2025	96	52.63120572932777 ± 0.001226939985877493	45.07	51.05	54.38	50.47	43.47	51.26	52.96	54.11	53.83	51.05	64.26	59.74	55.00	53.58	56.44	53.74	76.41	57.84	70.77	55.21	61.64	53.37	57.28	55.58	70.54	60.79	62.28	52.47	77.47	73.37
	Zhou_XJU_task2_4	ZhouXJU2025	93	52.90746388052138 ± 0.0012225858948732692	43.95	51.11	56.27	52.32	46.38	52.16	55.68	53.74	53.42	50.58	64.00	57.11	54.77	53.42	54.61	52.00	78.38	55.53	69.87	55.16	61.44	54.53	58.09	56.32	70.46	61.63	62.74	51.68	75.63	72.53
	Cai_NCUT_task2_1	CaiNCUT2025	45	57.34434703825625 ± 0.0011704510303176085	85.12	66.26	55.49	56.26	44.55	52.47	50.09	50.05	56.70	50.21	79.78	63.84	59.23	58.21	54.73	53.05	71.57	55.63	73.17	55.11	68.21	61.05	52.77	50.37	56.90	53.53	69.17	54.16	81.53	74.84
	Cai_NCUT_task2_2	CaiNCUT2025	83	54.05784411973193 ± 0.0012580742078938656	50.26	53.68	53.30	52.63	54.78	52.79	54.91	53.42	54.09	51.11	63.56	58.42	46.96	54.74	57.66	56.32	62.46	49.74	57.57	51.11	57.47	59.89	54.54	49.53	56.03	52.16	58.37	51.32	64.46	58.68
	Cai_NCUT_task2_3	CaiNCUT2025	42	57.5585903081211 ± 0.0013141680391751025	75.94	61.29	57.92	54.89	45.84	52.63	48.52	50.26	55.57	51.24	83.40	67.08	59.64	58.13	59.46	52.50	69.44	53.32	73.72	55.32	66.09	62.21	53.11	51.16	57.27	54.68	68.61	56.05	80.89	73.76
	Saengthong_SCITOK_task2_1	SaengthongSCITOK2025	84	53.81478512150386 ± 0.0013067715610662351	56.90	54.68	51.40	54.21	45.53	50.89	38.31	50.26	62.41	53.00	78.80	67.32	57.30	58.00	53.69	52.74	69.31	54.37	78.20	60.53	65.70	60.21	59.86	51.63	64.84	56.21	69.80	56.58	81.99	73.58
	Saengthong_SCITOK_task2_2	SaengthongSCITOK2025	2	61.569433614253896 ± 0.001484160042616686	86.06	71.05	62.38	57.37	53.23	52.00	52.37	52.32	67.40	56.68	84.26	73.47	67.11	57.84	52.95	51.63	67.34	55.68	77.11	59.79	65.99	60.32	54.49	56.95	68.31	58.74	70.23	57.05	81.46	72.00
	Saengthong_SCITOK_task2_3	SaengthongSCITOK2025	56	56.63642648298707 ± 0.0011745609201499784	73.11	58.11	58.62	55.74	45.14	50.42	48.13	50.21	42.69	49.16	91.26	81.63	66.58	57.68	59.03	52.89	67.85	52.21	74.38	54.53	61.53	60.84	53.07	50.95	60.11	52.84	67.82	55.47	77.11	71.47
	Saengthong_SCITOK_task2_4	SaengthongSCITOK2025	80	54.32596489450181 ± 0.0013284693479479592	51.83	50.89	54.48	52.79	45.82	50.42	45.48	50.05	65.83	56.00	72.32	61.89	57.44	59.16	53.23	52.32	66.99	50.53	77.32	55.21	59.30	56.74	58.43	49.00	62.73	57.63	69.04	59.89	76.48	67.58
	Zhang_DKU_task2_1	ZhangDKU2025	88	53.4615898288795 ± 0.001179781217054352	68.01	60.11	51.87	54.58	58.40	51.84	41.09	52.05	53.32	51.05	64.13	54.05	53.12	52.11	48.46	50.84	67.80	52.68	71.21	52.10	65.24	58.10	54.92	53.05	80.70	69.36	66.31	53.47	85.73	85.63
	Zhang_DKU_task2_2	ZhangDKU2025	70	55.18393915462276 ± 0.0012646610416560881	83.81	67.21	48.62	51.00	56.66	50.58	46.64	52.00	56.82	53.58	59.96	54.00	54.57	53.11	53.89	50.21	69.27	49.78	69.63	49.31	71.60	61.31	59.42	55.26	81.64	70.00	66.06	52.73	84.77	85.89
	Zhang_DKU_task2_3	ZhangDKU2025	92	52.9797667433996 ± 0.0011534403766833834	75.94	57.21	55.94	52.11	41.86	48.84	51.58	54.63	59.23	56.53	61.80	56.47	52.19	50.05	40.91	49.53	68.69	49.68	71.00	50.42	71.08	56.21	57.75	53.21	84.36	76.15	72.37	55.57	86.47	87.73
	Zhang_DKU_task2_4	ZhangDKU2025	63	55.76153468345078 ± 0.001174199773801252	82.96	65.21	56.49	51.84	55.43	51.74	45.76	55.32	58.53	54.21	68.19	56.42	52.26	52.26	47.27	50.79	66.16	48.47	68.14	50.10	70.10	56.00	57.99	53.36	81.59	73.84	72.78	55.63	85.40	86.94
	WT_IACAS_task2_1	WTIACAS2025	66	55.53360456952694 ± 0.0012887031567615573	79.64	67.26	64.70	58.58	51.79	53.11	50.89	52.95	56.33	57.16	59.06	56.53	55.40	53.95	40.24	50.84	67.16	54.95	78.26	58.42	68.78	62.26	59.96	54.42	83.34	74.05	72.24	56.26	90.18	76.05
	WT_IACAS_task2_2	WTIACAS2025	44	57.44073696264025 ± 0.0013512115891784388	87.27	72.74	66.85	61.37	50.12	51.63	50.36	52.89	57.79	56.63	66.48	62.84	59.16	55.00	42.32	51.21	70.94	59.84	77.96	58.84	69.98	63.11	61.70	55.42	83.20	74.26	71.78	55.74	91.24	85.53
	WT_IACAS_task2_3	WTIACAS2025	86	53.52111771682423 ± 0.001301200447333405	69.92	64.84	60.59	57.74	50.11	51.95	50.48	52.79	52.69	55.21	52.31	53.26	53.84	54.63	41.53	50.89	67.88	54.68	78.26	58.11	69.36	62.74	59.96	53.63	81.38	71.11	71.84	56.32	87.44	72.37
	WT_IACAS_task2_4	WTIACAS2025	76	54.440119451520474 ± 0.001310278439474516	72.73	66.32	60.53	58.89	48.68	51.63	50.11	53.16	52.99	54.26	53.48	55.53	56.89	56.42	43.96	52.32	70.86	58.33	78.72	59.21	71.20	63.00	62.52	55.63	80.44	71.84	71.02	56.26	86.76	76.89
	Zhou_XAUAT_task2_1	ZhouXAUAT2025	24	58.1881454965969 ± 0.001303450752882116	90.58	79.16	55.62	50.63	55.14	51.84	62.03	55.32	62.74	54.05	52.52	51.42	61.85	53.58	51.29	54.79	63.90	53.58	71.25	52.89	63.25	59.11	63.60	61.32	73.87	57.00	63.82	52.16	79.53	68.16
	Zhou_XAUAT_task2_2	ZhouXAUAT2025	43	57.509962813993454 ± 0.0012796350724583706	90.53	79.68	53.19	50.21	56.85	52.89	63.58	54.63	60.72	53.63	49.32	51.21	58.37	54.63	52.05	53.63	65.48	53.37	66.67	50.53	64.05	60.26	64.58	59.84	70.63	54.68	62.03	52.32	73.25	58.89
	Zhou_XAUAT_task2_3	ZhouXAUAT2025	95	52.66336603046757 ± 0.0011874412147661675	85.40	77.00	56.64	50.74	39.75	49.42	49.24	51.16	56.84	53.95	37.91	48.53	58.06	52.47	58.12	53.79	65.56	53.95	63.54	48.58	61.79	57.47	62.00	57.00	63.61	59.89	62.14	50.84	77.21	60.16
	Zhou_XAUAT_task2_4	ZhouXAUAT2025	50	57.09208791484903 ± 0.001355863605136462	91.60	81.63	57.87	51.16	57.92	49.84	60.10	56.05	64.21	53.89	49.99	51.05	53.84	51.74	47.63	53.47	59.63	51.68	68.05	52.11	66.83	59.63	64.16	60.84	72.00	60.58	64.80	54.05	80.42	69.58
	Zhong_USTC_task2_1	ZhongUSTC2025	54	56.89623750195928 ± 0.0013847743865767457	77.92	75.05	59.39	55.21	49.96	50.26	49.43	52.05	66.75	57.42	74.49	58.95	59.49	54.74	41.59	49.32	65.81	52.51	62.88	52.11	63.08	65.25	56.36	49.76	59.91	56.11	64.43	52.91	69.78	60.35
	Zhong_USTC_task2_2	ZhongUSTC2025	51	57.068368795617666 ± 0.001397800488455209	81.32	56.10	59.39	55.21	49.96	50.26	49.43	52.05	70.54	62.16	76.01	63.53	59.49	54.74	41.59	49.32	64.70	49.98	61.41	52.80	64.25	63.50	59.37	51.23	60.67	57.53	62.92	54.99	70.83	60.66
	Zhong_USTC_task2_3	ZhongUSTC2025	38	57.69762462723721 ± 0.0013868286522009086	77.92	75.05	55.96	55.21	58.76	55.68	49.43	52.05	66.75	57.42	74.49	58.95	59.49	54.74	41.59	49.32	64.52	53.14	62.48	52.97	64.53	65.64	55.95	52.13	58.55	58.48	64.58	56.25	69.82	59.29
	Zhong_USTC_task2_4	ZhongUSTC2025	30	57.874646573614505 ± 0.0013941667172153518	81.32	56.10	55.96	55.21	58.76	55.68	49.43	52.05	70.54	62.16	76.01	63.53	59.49	54.74	41.59	49.32	67.49	54.24	62.69	52.67	60.26	63.58	55.37	49.68	60.16	56.24	62.44	57.98	68.88	61.13
	Vijayyan_SNUC_task2_1	VijayyanSNUC2025	109	49.90505686153821 ± 0.0012811394826572587	64.39	56.74	41.16	48.32	45.70	50.53	34.37	47.37	53.20	51.32	72.65	63.47	51.10	52.89	48.03	49.89	63.24	49.05	62.76	54.32	65.14	58.32	57.58	51.58	63.38	54.74	64.14	53.05	81.16	63.16
	CHUNG_KUCAU_task2_1	CHUNGKUCAU2025	97	52.53513672830565 ± 0.0011797106011080367	68.48	53.84	44.70	50.68	44.63	48.32	49.44	50.63	55.70	52.26	75.68	65.63	51.37	51.16	46.33	48.74	66.06	51.15	70.45	52.31	66.80	54.05	58.80	56.47	74.47	68.10	70.84	53.53	76.96	56.57
	CHUNG_KUCAU_task2_2	CHUNGKUCAU2025	65	55.55388801652549 ± 0.0013144380478823914	77.77	66.42	55.63	53.63	54.64	55.84	56.95	54.26	54.23	51.63	57.98	51.37	55.47	50.16	47.72	48.84	65.38	52.68	71.20	56.57	68.85	52.42	57.30	55.36	69.75	54.36	69.42	53.57	74.34	58.63
	CHUNG_KUCAU_task2_3	CHUNGKUCAU2025	72	54.77830306706913 ± 0.0012185601690566305	64.68	56.95	49.34	55.16	45.04	49.53	57.41	55.68	55.94	53.68	77.10	68.61	51.41	51.47	48.92	51.32	66.14	51.31	67.25	53.78	66.86	54.94	51.94	52.31	70.28	58.94	63.04	50.73	78.06	65.31
	CHUNG_KUCAU_task2_4	CHUNGKUCAU2025	47	57.227161466047036 ± 0.0013105905782118228	77.48	67.68	67.33	56.95	48.55	51.16	63.55	57.84	56.18	52.37	74.23	67.32	47.25	47.58	46.82	51.37	66.81	51.36	70.31	558.78	72.06	57.00	51.06	51.31	61.06	52.57	65.06	50.15	78.40	67.78
	Dung_CNTT1PTIT_task2_1	DungCNTT1PTIT2025	112	48.71892564275941 ± 0.0011303602632511981	38.71	54.58	50.06	48.68	54.41	51.74	51.51	51.05	51.62	50.58	43.46	49.11	43.03	48.68	54.54	52.47	48.32	52.63	50.39	50.26	52.78	53.95	52.22	50.58	50.47	63.32	46.94	51.21	46.73	49.53
	Zhang_NWPU_task2_1	ZhangNWPU2025	103	51.63482668025466 ± 0.001309776511596873	41.53	52.42	64.58	55.47	52.83	50.11	57.37	58.00	62.86	56.42	58.46	55.58	57.11	58.74	31.15	48.42	66.74	49.47	75.10	53.11	72.30	61.05	62.70	59.84	77.40	60.11	76.92	58.47	83.70	58.72
	Zhang_NWPU_task2_2	ZhangNWPU2025	67	55.42463764307989 ± 0.0013394739153165399	65.80	56.95	64.48	55.95	51.36	50.84	55.55	55.11	62.68	58.32	62.28	57.53	62.47	58.32	36.46	47.95	66.58	49.32	74.98	53.53	73.08	63.53	62.60	59.16	73.08	60.21	76.20	54.74	82.10	67.95
	Zhang_NWPU_task2_3	ZhangNWPU2025	75	54.535850370502445 ± 0.0013342853613838863	63.40	57.68	64.20	54.68	51.38	51.05	55.59	56.00	62.95	59.26	62.17	57.47	61.29	58.42	33.08	47.63	65.98	49.26	75.04	53.26	72.34	62.47	63.10	60.37	75.42	57.89	75.48	56.32	82.62	70.16
	Zhang_NWPU_task2_4	ZhangNWPU2025	82	54.27870089612588 ± 0.0013452482191526702	65.71	58.58	64.13	55.16	51.08	51.05	54.44	55.63	61.53	58.63	57.85	56.37	60.82	58.53	33.86	47.68	66.84	49.42	74.48	53.32	72.60	62.53	62.90	59.74	74.48	57.05	74.76	54.79	82.58	68.47
	Chao_BUCT_task2_1	ChaoBUCT2025	118	47.24303918388332 ± 0.0012259541569508577	57.41	52.68	41.93	49.79	67.56	51.47	48.86	49.11	54.92	51.79	31.34	48.58	44.98	49.26	39.18	49.68	48.45	49.50	49.10	50.90	53.70	54.10	54.30	50.20	68.65	47.70	54.85	50.40	59.15	47.70
	Chao_BUCT_task2_2	ChaoBUCT2025	114	48.45174273659997 ± 0.001176212566092576	53.46	48.92	44.62	50.69	42.21	48.91	37.75	51.92	53.29	52.39	61.71	51.62	50.96	49.23	44.67	49.65	55.50	50.40	48.50	48.70	56.00	55.70	53.00	50.30	49.50	49.90	49.00	49.10	77.00	62.90
	Chao_BUCT_task2_3	ChaoBUCT2025	108	50.13154697532129 ± 0.001259520077091061	56.74	50.26	37.40	48.58	70.57	50.95	60.64	52.11	52.78	51.79	41.29	48.63	51.41	48.47	45.98	49.63	48.48	42.68	54.16	53.70	58.36	58.13	52.54	51.92	49.20	47.76	52.73	52.69	52.47	52.64
	Li_XJTLU_task2_1	LiXJTLU2025	89	53.298245047211815 ± 0.0012918346317037904	76.28	68.11	48.51	51.53	42.51	52.05	55.24	50.05	60.21	50.95	54.35	50.05	52.99	51.00	50.95	49.79	68.73	53.05	69.35	55.10	58.22	50.78	50.65	54.21	59.23	51.78	63.95	51.10	75.81	66.99
	Li_XJTLU_task2_2	LiXJTLU2025	87	53.469426047012206 ± 0.0012893785514650324	76.28	68.11	52.38	51.11	42.51	52.05	53.29	53.63	52.59	50.00	54.35	50.05	52.99	51.00	56.24	49.89	68.73	53.05	66.72	57.30	58.16	50.68	57.63	48.15	55.83	54.00	60.24	52.73	75.80	64.73
	Li_XJTLU_task2_3	LiXJTLU2025	106	50.87625772429204 ± 0.0012462737985353197	67.74	57.74	46.34	51.63	48.25	52.37	46.24	48.37	46.78	49.95	45.75	48.37	58.63	54.42	52.16	50.26	66.31	51.52	62.82	51.78	48.73	52.47	52.37	48.36	57.37	52.36	59.50	49.57	77.25	69.78
	Li_XJTLU_task2_4	LiXJTLU2025	99	52.52280596314458 ± 0.0012961572509312515	63.85	58.16	48.59	52.42	37.24	48.42	47.82	50.63	53.54	49.21	78.03	68.00	56.93	54.42	48.80	50.63	63.63	51.84	73.35	59.85	51.35	55.26	53.96	48.78	63.96	52.68	56.44	51.15	78.47	67.63
	Wang_ZJU_task2_1	WangZJU2025	107	50.2293951333291 ± 0.0012299324269494255	33.40	48.53	52.12	52.16	52.76	51.95	45.32	51.21	55.14	52.11	58.16	60.37	47.52	54.95	58.06	56.16	56.80	60.16	60.29	60.16	58.08	52.88	58.80	53.25	60.87	49.32	58.90	50.37	55.99	52.05
	Wang_ZJU_task2_2	WangZJU2025	64	55.58902163976555 ± 0.001199770971668403	61.28	53.32	47.72	50.89	50.59	50.37	49.31	51.58	60.14	53.68	74.77	68.47	56.40	55.00	58.76	53.95	56.62	54.57	64.96	53.21	58.03	52.88	60.69	48.82	43.75	48.26	55.14	53.21	56.48	52.85
	Wang_ZJU_task2_3	WangZJU2025	85	53.7625220777451 ± 0.0012643280566019437	48.59	53.16	51.56	52.16	55.92	54.05	52.87	53.42	54.12	50.84	62.95	60.74	46.64	54.63	59.11	56.21	61.01	51.89	51.85	50.84	56.13	51.11	55.21	50.05	54.29	51.32	52.33	49.37	46.75	26.08
	Wang_ZJU_task2_4	WangZJU2025	55	56.866003688314095 ± 0.001245781793743034	62.41	54.53	47.02	50.05	53.62	51.84	55.58	52.32	59.04	55.00	72.29	67.58	59.15	57.00	59.98	54.84	55.38	60.16	43.75	50.37	56.36	52.88	58.27	60.16	62.12	54.57	61.64	51.84	54.34	64.68
	Lin_IASP_task2_1	LinIASP2025	105	51.07645561603922 ± 0.0011762821273072503	56.96	49.47	41.81	51.32	51.43	52.89	55.52	50.84	47.70	51.05	55.13	52.89	50.93	51.89	52.88	48.32	64.72	51.70	64.45	52.33	62.50	59.98	61.28	52.46	50.23	54.61	60.94	51.73	63.55	50.99
	Lin_IASP_task2_2	LinIASP2025	78	54.41975154704433 ± 0.001185974404419855	83.90	73.00	47.76	51.16	45.70	50.11	50.34	49.42	58.62	53.05	60.02	58.79	49.50	52.84	54.80	51.95	64.72	51.70	64.45	52.33	62.50	59.98	61.28	52.46	50.23	54.61	60.94	51.73	63.55	50.99
	Lin_IASP_task2_3	LinIASP2025	74	54.5484232027357 ± 0.0012131329471837765	82.83	71.37	41.81	51.32	51.93	48.68	48.79	53.42	58.62	53.05	60.98	61.89	47.54	53.05	58.01	54.32	64.72	51.70	64.45	52.33	62.50	59.98	61.28	52.46	50.23	54.61	60.94	51.73	63.55	50.99
	Lin_IASP_task2_4	LinIASP2025	73	54.776114357402165 ± 0.0011741700736731956	77.88	69.58	47.76	51.16	52.12	51.42	48.18	49.74	53.30	53.26	61.41	58.74	54.74	54.68	54.49	50.47	59.73	50.67	60.99	49.68	62.39	59.73	59.72	55.78	60.18	57.47	60.20	53.15	67.18	59.38
	Lobanov_ITMO_task2_1	LobanovITMO2025	110	49.58100152202029 ± 0.0011822233515733215	40.75	49.84	52.87	51.37	47.16	51.95	50.90	50.53	56.21	51.11	49.33	49.58	43.50	49.58	54.86	54.32	44.58	44.58	66.14	66.14	49.50	49.50	55.32	55.32	55.50	55.50	47.92	47.92	50.68	51.68
	Lobanov_ITMO_task2_2	LobanovITMO2025	98	52.52595001212435 ± 0.001248375343145035	66.47	62.26	58.00	49.89	43.83	51.74	57.19	52.89	52.98	50.42	52.88	49.74	47.93	51.21	49.63	49.16	42.54	2550.00	63.52	3988.00	52.66	57.22	55.26	55.10	53.70	54.12	43.84	45.07	65.80	65.80
	Qian_nivic_task2_1	Qiannivic2025	32	57.83526242732236 ± 0.001312869954266259	81.16	76.00	57.63	53.47	56.22	51.58	46.67	53.32	64.50	57.21	72.07	58.47	59.28	54.53	48.30	49.11	64.91	50.36	63.45	53.70	64.20	65.43	58.55	52.64	61.70	54.76	62.59	56.57	68.28	61.18
	Qian_nivic_task2_2	Qiannivic2025	28	58.01974104378345 ± 0.0014035588713639333	82.51	56.10	57.63	53.47	56.22	51.58	46.67	53.32	68.13	61.26	75.28	64.47	59.28	54.53	48.30	49.11	64.23	51.53	60.88	55.30	63.58	65.32	56.81	50.22	59.73	56.21	63.31	53.87	69.04	59.39
	Qian_nivic_task2_3	Qiannivic2025	49	57.129551545366276 ± 0.0013938679187242284	80.45	74.32	57.63	53.47	56.22	51.58	46.51	51.53	63.44	58.84	68.32	52.00	56.49	53.05	49.87	50.95	65.59	50.06	63.96	53.24	63.22	64.61	55.97	50.82	59.56	56.19	62.48	58.19	67.67	61.87
	Qian_nivic_task2_4	Qiannivic2025	39	57.66599978958733 ± 0.001406927412209501	81.68	56.10	57.63	53.47	56.22	51.58	46.51	51.53	67.26	63.37	72.62	62.26	56.49	53.05	49.87	50.95	65.94	52.43	59.84	55.76	62.71	64.06	57.77	51.97	62.06	56.26	62.47	56.70	70.52	61.85
	Wang_MYPS_task2_1	WangMYPS2025	16	59.265578571777176 ± 0.001423556951490758	80.10	72.00	57.48	50.79	58.90	53.21	47.15	49.47	65.28	51.79	94.24	85.32	60.99	53.58	46.61	52.68	67.27	51.84	62.54	53.64	62.81	67.03	56.33	51.85	59.66	57.60	61.05	55.30	69.09	60.66
	Wang_MYPS_task2_2	WangMYPS2025	20	58.80363660036158 ± 0.001420353067640853	83.60	56.10	57.48	50.79	58.90	53.21	47.15	49.47	68.51	55.16	91.15	71.87	60.99	53.58	46.61	52.68	65.06	51.33	64.67	50.24	64.36	63.16	58.05	54.61	60.21	56.11	60.39	54.34	68.68	57.39
	Wang_MYPS_task2_3	WangMYPS2025	1	61.62755928284949 ± 0.0013535025717832298	80.61	77.05	64.22	51.63	57.94	52.16	62.45	53.79	68.76	54.05	90.24	79.16	62.64	54.05	44.35	52.84	66.22	50.74	62.10	54.63	62.41	65.68	56.98	51.60	60.18	57.75	62.34	53.08	68.66	62.28
	Wang_MYPS_task2_4	WangMYPS2025	4	61.04162543834627 ± 0.0014587410270351347	83.98	56.10	64.22	51.63	57.94	52.16	62.45	53.79	72.62	58.47	87.34	67.89	62.64	54.05	44.35	52.84	65.33	51.54	63.27	54.07	63.58	65.39	58.05	51.76	61.39	54.39	60.31	54.30	69.78	58.53
	Emon_HDK_task2_1	EmonHDK2025	121	45.15099353175931 ± 0.0012413329586015724	30.49	52.26	35.37	48.47	70.66	52.21	46.39	52.68	43.90	49.58	53.52	48.58	37.77	48.32	46.00	51.84	72.55	65.40	90.05	83.60	94.20	85.80	67.35	67.50	86.35	50.80	92.15	70.30	85.95	61.40
	Fu_CUMT_task2_1	FuCUMT2025	52	57.0225500546113 ± 0.001410191721154638	80.53	77.16	57.22	56.11	54.84	50.79	48.92	49.32	64.55	58.21	70.00	52.79	55.68	55.37	46.10	50.11	63.70	52.16	62.30	53.41	61.71	61.33	56.37	51.05	61.18	55.03	62.23	56.09	67.24	57.43
	Fu_CUMT_task2_2	FuCUMT2025	40	57.58455696377345 ± 0.0014509734792130385	82.07	56.10	57.22	56.11	54.84	50.79	48.92	49.32	69.41	62.95	75.01	63.26	55.68	55.37	46.10	50.11	63.40	51.75	61.55	54.80	61.44	65.71	58.05	53.52	58.87	55.54	62.37	56.47	68.78	59.74
	Fu_CUMT_task2_3	FuCUMT2025	41	57.56389841892947 ± 0.0014244611227164524	80.53	77.16	55.06	54.95	60.47	57.53	48.92	49.32	64.55	58.21	70.00	52.79	55.68	55.37	46.10	50.11	65.77	54.18	60.35	50.20	62.01	65.83	56.58	50.85	60.75	55.54	63.00	53.78	65.53	59.04
	Fu_CUMT_task2_4	FuCUMT2025	26	58.13668049404887 ± 0.0014644138554073664	82.07	56.10	55.06	54.95	60.47	57.53	48.92	49.32	69.41	62.95	75.01	63.26	55.68	55.37	46.10	50.11	65.22	54.44	62.06	53.99	61.73	63.65	58.73	54.06	62.35	53.25	61.84	54.52	68.70	61.88
	Ding_HFUU_task2_1	DingHFUU2025	71	55.13017039561223 ± 0.0012660750733118095	70.25	65.89	44.77	51.00	52.35	51.53	51.44	55.16	60.23	54.05	66.89	56.89	46.79	53.47	59.11	54.58	71.81	50.63	64.14	53.36	58.84	57.58	59.72	55.57	55.58	53.15	72.11	55.57	50.73	50.31
	Ding_HFUU_task2_2	DingHFUU2025	81	54.30344227814425 ± 0.0012121148394503214	65.44	60.74	42.99	50.21	56.81	50.89	52.93	55.05	56.89	54.26	71.94	58.47	44.85	51.37	55.38	52.58	72.96	53.68	62.54	53.68	60.08	52.94	60.94	52.10	56.66	51.78	72.96	54.63	54.46	52.21
	Ding_HFUU_task2_3	DingHFUU2025	91	53.15844555398661 ± 0.001265833986842346	46.64	52.42	51.76	51.58	54.65	52.84	54.00	52.68	53.21	50.79	61.60	59.47	47.12	54.89	57.49	55.74	62.29	49.89	58.17	50.69	55.02	60.63	54.66	49.84	57.48	53.10	59.26	51.73	64.73	57.11
	Ding_HFUU_task2_4	DingHFUU2025	59	56.37774443771024 ± 0.001224450673236013	65.98	51.95	46.57	49.47	53.42	52.11	52.68	52.21	58.71	53.89	70.26	67.84	59.27	57.32	59.16	54.32	62.80	49.70	58.81	50.19	58.94	58.12	58.55	61.05	61.86	50.63	61.67	55.05	64.66	57.35
	Yang_NBU_task2_1	YangNBU2025	3	61.20134568401735 ± 0.0013249535881398125	84.76	75.37	66.41	57.79	50.09	49.63	62.99	53.37	75.64	61.32	94.22	80.00	56.83	53.21	42.80	49.74	64.06	51.79	61.85	55.90	63.34	63.56	58.19	49.97	59.95	53.25	63.96	56.00	68.71	58.42
	Yang_NBU_task2_2	YangNBU2025	6	60.44696174623352 ± 0.0014213546943424226	84.52	56.10	66.41	57.79	50.09	49.63	62.99	53.37	78.59	65.84	91.62	70.03	56.83	53.21	42.80	49.74	66.91	51.47	62.55	52.49	62.19	66.72	59.88	49.85	60.66	54.93	62.14	54.12	69.23	57.53
	Yang_NBU_task2_3	YangNBU2025	5	60.950192566179204 ± 0.0013762983100007208	83.59	80.21	64.34	55.21	55.03	51.32	64.62	53.58	75.46	60.58	92.60	80.79	55.42	53.63	39.19	50.05	64.70	53.55	60.22	51.57	61.95	66.22	57.96	51.96	60.96	55.16	61.89	56.53	68.79	60.40
	Yang_NBU_task2_4	YangNBU2025	8	59.924392523484435 ± 0.0013902482612744536	83.76	56.10	64.34	55.21	55.03	51.32	64.62	53.58	77.39	63.89	89.56	68.53	55.42	53.63	39.19	50.05	67.08	50.26	61.55	55.83	63.87	66.92	58.16	49.70	61.31	54.53	61.99	57.06	71.15	58.99
	Kret_CU_task2_1	KretCU2025	115	47.90299388774425 ± 0.001155154341464739	32.60	48.42	50.35	50.32	45.49	49.26	33.00	49.63	51.97	51.21	61.04	62.79	56.35	54.74	59.08	49.79	47.78	0.00	56.94	13.60	50.76	13.20	51.64	0.80	58.10	0.00	56.12	5.20	55.00	3.60
	Zheng_SJTU-AITHU_task2_1	ZhengSJTU-AITHU2025	13	59.36979601971116 ± 0.0013888188480768546	91.32	79.74	68.08	58.53	52.22	47.53	57.61	55.58	60.82	54.74	65.11	51.26	63.34	57.00	48.08	52.11	65.52	51.79	75.23	62.11	68.11	60.68	61.97	55.42	78.08	68.79	82.31	60.63	91.04	78.11
	Zheng_SJTU-AITHU_task2_2	ZhengSJTU-AITHU2025	11	59.49972264254595 ± 0.0013491175199334372	94.60	85.58	68.09	58.95	52.27	47.58	56.31	55.32	58.22	54.37	67.21	53.21	64.23	56.00	47.46	52.95	66.15	53.16	73.63	57.63	67.60	58.79	61.96	55.89	82.57	67.53	84.90	59.95	90.82	84.11
	Zheng_SJTU-AITHU_task2_3	ZhengSJTU-AITHU2025	15	59.31413929500593 ± 0.00135439984680855	95.21	86.79	67.85	57.89	51.25	47.42	56.21	55.05	57.84	54.68	66.53	53.21	63.62	55.89	48.21	52.74	65.94	52.84	72.85	56.53	66.90	58.00	61.90	55.42	83.02	67.79	84.61	59.68	90.46	84.63
	Zheng_SJTU-AITHU_task2_4	ZhengSJTU-AITHU2025	12	59.44141398288725 ± 0.0013473754932008504	94.66	85.16	67.95	58.47	52.35	47.58	56.57	55.00	57.82	54.37	67.06	53.58	64.01	55.53	47.65	52.95	66.15	53.11	73.74	57.47	67.32	58.11	61.71	55.79	82.70	67.53	85.02	60.05	90.74	84.11
	Zhao_CUMT_task2_1	ZhaoCUMT2025	102	51.65518476016675 ± 0.0011614665718661544	65.29	61.42	53.11	51.95	42.88	49.26	51.70	49.11	42.34	48.47	51.53	52.00	61.41	54.95	51.92	51.00	61.02	52.28	68.78	51.98	71.44	55.16	54.66	52.51	77.94	54.02	62.74	54.07	87.86	53.71
	Zhao_CUMT_task2_2	ZhaoCUMT2025	101	52.09351496965263 ± 0.0011749337979479683	61.95	61.26	50.66	50.84	56.21	49.53	43.86	49.74	47.85	50.11	52.72	51.11	58.24	55.68	50.21	49.79	60.74	52.50	67.40	52.14	68.30	55.16	55.14	52.63	75.12	53.88	65.28	53.50	85.30	54.49
	Zhao_CUMT_task2_3	ZhaoCUMT2025	61	56.05710040362136 ± 0.0013546424429837578	59.85	51.05	48.25	50.89	51.73	50.26	51.71	53.37	62.63	56.84	80.06	68.63	51.79	54.26	59.71	54.21	60.14	48.84	48.57	48.74	61.26	63.21	55.85	50.32	61.96	54.53	61.93	52.58	54.28	51.31
	Zhao_CUMT_task2_4	ZhaoCUMT2025	62	55.78430154315296 ± 0.0012150708201156357	63.72	51.95	51.26	51.63	49.47	51.37	52.51	52.42	57.15	51.63	69.66	66.37	56.50	55.74	58.57	54.00	57.65	49.89	44.92	48.26	59.90	61.84	52.52	51.84	60.70	52.68	60.66	53.53	54.55	51.68
	Ozeki_MELCO_task2_1	OzekiMELCO2025	23	58.23359688192865 ± 0.0011667802614379898	86.35	74.79	62.04	55.79	46.36	51.05	56.50	50.63	62.40	55.63	52.30	49.42	64.14	56.89	62.21	55.11	58.16	51.52	71.56	49.68	56.63	53.10	54.53	53.73	61.90	56.94	73.65	59.52	82.78	73.26
	Ozeki_MELCO_task2_2	OzekiMELCO2025	60	56.12173861798142 ± 0.0011524809967321202	86.24	71.00	57.86	53.58	43.39	48.95	54.66	50.42	60.31	55.53	51.94	49.74	64.07	54.79	56.06	51.89	61.42	52.10	70.91	50.68	63.04	56.31	55.81	54.89	63.41	55.68	71.11	60.21	81.73	72.31
	Ozeki_MELCO_task2_3	OzekiMELCO2025	69	55.29605114517713 ± 0.0011605518223287337	85.94	70.26	57.86	53.58	40.04	49.74	52.02	48.37	60.31	55.53	51.94	49.74	64.09	55.00	56.06	51.89	62.12	51.78	70.79	50.78	63.56	56.42	55.59	54.89	63.55	56.31	71.10	60.63	82.15	74.47
	Ozeki_MELCO_task2_4	OzekiMELCO2025	79	54.40720942473768 ± 0.001159342857416225	73.37	58.00	61.00	53.63	47.47	52.58	55.19	50.63	60.11	53.68	46.61	49.11	60.06	50.00	49.65	51.84	55.11	50.84	68.48	55.05	62.69	61.47	54.14	49.52	53.06	53.63	67.54	55.89	81.89	72.47
	Huang_XJU_task2_1	HuangXJU2025	25	58.14052430128241 ± 0.0012193313166606692	74.01	53.63	57.15	59.37	46.98	49.21	65.68	52.79	52.08	50.42	82.14	69.32	61.78	57.68	54.54	51.00	66.22	53.63	72.08	56.16	75.86	64.95	59.20	50.58	72.02	58.32	65.55	54.21	76.20	74.74
	Huang_XJU_task2_2	HuangXJU2025	27	58.06980771137975 ± 0.0012591353671909718	57.90	49.37	56.38	56.05	68.50	51.63	62.25	51.89	51.69	50.32	78.44	63.11	59.37	59.05	56.31	52.16	64.63	50.21	72.52	58.16	67.98	52.58	57.48	50.63	74.98	60.42	67.23	51.21	73.25	60.21
	Huang_XJU_task2_3	HuangXJU2025	35	57.73907728732644 ± 0.0012365379072278196	69.81	52.26	58.29	56.16	48.99	49.42	63.25	51.95	52.93	49.95	81.05	65.68	58.36	58.32	55.21	54.11	67.75	51.84	76.45	62.21	71.90	62.74	57.38	51.16	71.41	57.68	64.08	52.26	76.55	62.47
	Huang_XJU_task2_4	HuangXJU2025	37	57.70644391486902 ± 0.0012888105762262749	49.97	48.53	58.08	58.68	68.10	52.21	61.42	52.26	54.04	50.95	80.49	68.11	60.10	57.00	53.46	52.16	66.74	54.05	75.42	56.37	72.04	61.58	58.75	52.21	68.68	59.84	64.14	52.95	79.50	70.21
	Fujimura_NU_task2_1	FujimuraNU2025	7	59.99466314801132 ± 0.001325555756111588	78.10	65.53	74.27	61.84	50.36	52.00	64.66	53.68	61.79	58.47	83.84	68.89	57.33	57.05	41.64	51.89	67.08	48.63	72.48	56.79	77.74	57.21	53.60	52.05	72.86	60.58	66.99	54.47	92.52	82.58
	Fujimura_NU_task2_2	FujimuraNU2025	21	58.51049267405695 ± 0.0012020424314932898	83.69	61.11	68.46	58.95	48.96	50.89	62.91	55.21	52.05	51.37	82.32	66.11	57.29	58.00	45.19	51.00	66.12	49.05	72.67	55.74	62.39	58.32	55.98	52.95	70.81	56.84	65.44	51.21	85.18	73.63
	Fujimura_NU_task2_3	FujimuraNU2025	14	59.343265980019446 ± 0.0012913235359995308	72.97	64.68	73.51	61.89	49.03	49.58	63.42	54.95	57.33	54.95	89.49	73.05	57.88	58.16	42.35	51.53	65.56	49.84	73.36	57.26	69.36	59.26	54.49	52.11	70.28	57.79	68.43	52.21	88.06	78.42
	Fujimura_NU_task2_4	FujimuraNU2025	9	59.908156673117766 ± 0.0013659827543125128	75.57	65.00	71.96	60.84	49.00	50.89	64.67	55.26	60.50	55.00	86.90	67.95	57.38	58.89	44.39	52.16	66.97	49.68	73.87	57.37	77.19	61.16	54.14	51.95	71.26	59.32	67.89	50.89	90.68	79.58
	Jiang_THUEE_task2_1	JiangTHUEE2025	19	58.89185629814288 ± 0.0012963285929123896	95.16	86.37	66.96	56.95	51.12	47.53	56.28	54.68	55.86	53.95	66.20	53.79	62.34	55.79	48.42	52.47	66.49	52.95	73.28	57.89	66.62	57.16	62.56	55.63	83.75	68.42	84.31	58.84	90.55	83.95
	Jiang_THUEE_task2_2	JiangTHUEE2025	10	59.79329753333621 ± 0.0013522826832875893	94.98	86.21	67.95	58.26	52.66	47.37	54.77	55.89	59.64	54.68	70.12	56.89	64.66	56.37	46.94	51.47	66.90	53.00	72.71	55.95	68.93	60.58	61.91	55.00	81.95	68.32	85.56	60.26	92.04	86.37
	Jiang_THUEE_task2_3	JiangTHUEE2025	18	59.07396719211147 ± 0.0013421239376490846	95.24	87.11	66.98	56.00	51.98	47.42	54.65	56.16	57.16	54.37	68.41	54.53	64.07	56.00	46.75	51.84	66.42	52.32	73.60	56.26	66.94	58.74	62.56	56.00	82.48	67.16	84.53	58.11	91.66	86.63
	Jiang_THUEE_task2_4	JiangTHUEE2025	17	59.155503202726436 ± 0.0013452286475630093	95.77	87.58	66.38	56.32	51.73	47.37	54.22	55.63	57.79	54.21	69.27	55.68	63.56	55.74	47.12	52.21	66.65	52.53	72.92	56.11	67.53	59.42	62.62	56.05	83.01	69.00	84.70	58.53	91.55	86.53
	Bian_TGU_task2_1	BianTGU2025	119	46.5757775343439 ± 0.0011764887428223725	47.32	50.21	47.21	49.47	44.21	48.63	39.33	48.37	45.02	51.05	47.52	48.68	48.66	52.42	42.78	50.95	43.45	49.63	48.67	49.47	60.57	65.44	48.76	49.94	56.79	54.05	49.87	51.42	55.25	49.26
	Bian_TGU_task2_2	BianTGU2025	116	47.8506175553425 ± 0.0011826605625451974	41.69	49.00	39.99	50.32	49.01	51.42	49.81	49.16	49.53	50.95	47.99	52.53	53.37	49.74	45.61	49.05	42.91	49.47	46.47	49.10	53.55	55.66	51.26	50.26	44.05	51.84	57.75	52.58	47.56	49.10
	Bian_TGU_task2_3	BianTGU2025	104	51.417480569726926 ± 0.0011698485309061142	44.25	49.79	55.13	50.89	49.26	51.05	57.35	51.63	46.36	48.16	57.37	51.84	52.45	51.68	55.26	51.53	48.09	48.52	46.53	49.63	49.90	49.16	52.63	50.94	52.80	49.53	55.24	51.16	48.80	51.74
	Bian_TGU_task2_4	BianTGU2025	120	46.193399822616286 ± 0.0011813603654829486	49.08	49.79	37.42	49.58	39.25	47.58	48.87	49.74	44.87	48.95	45.85	50.11	46.73	52.16	48.49	49.26	50.82	50.42	53.76	49.58	57.15	54.26	48.18	49.94	52.66	49.00	50.15	49.84	44.24	47.95
	Sera_TMU_task2_1	SeraTMU2025	57	56.567561042877735 ± 0.0013602097930091965	57.68	52.00	52.72	54.05	60.92	53.21	51.90	50.58	49.11	49.47	83.39	67.21	59.66	55.74	60.14	51.32	71.28	54.63	73.08	57.42	67.80	61.36	56.06	51.79	71.52	62.42	67.38	49.42	69.48	56.63
	Kim_DAU_task2_1	KimDAU2025	113	48.536836193824676 ± 0.0011898932833159556	70.24	52.00	44.41	49.79	57.47	51.95	37.38	49.74	44.11	50.74	45.82	49.95	41.54	48.84	54.86	49.58	56.69	54.11	63.35	50.19	69.25	61.21	60.71	50.47	61.25	64.50	63.13	51.34	73.81	56.42
	Kim_DAU_task2_2	KimDAU2025	111	48.96578012474582 ± 0.0011669517429796642	59.12	49.16	44.24	50.84	40.06	49.89	57.76	56.05	47.59	50.11	49.97	51.95	45.08	48.11	47.18	50.37	77.58	66.87	77.83	68.42	78.50	69.53	77.43	65.33	78.30	69.64	77.21	64.10	78.81	67.27
	Wang_UniS_task2_1	WangUniS2025	34	57.754303274825524 ± 0.0012838059463938772	86.59	72.84	58.69	55.00	50.61	51.26	60.86	54.11	54.32	53.05	58.10	52.84	63.87	57.63	50.19	53.84	60.74	49.95	66.68	50.53	52.89	50.11	56.02	53.11	71.89	72.65	78.14	56.63	86.38	78.32
	Wang_UniS_task2_2	WangUniS2025	46	57.26149732878484 ± 0.001272053328123361	84.68	69.79	58.72	56.63	48.88	51.53	60.96	55.58	54.66	53.05	59.08	51.63	63.96	57.37	47.65	52.63	59.74	44.95	66.06	50.72	53.42	50.23	55.94	53.55	72.21	72.31	78.17	55.19	85.99	78.34
	Wang_UniS_task2_3	WangUniS2025	53	56.97485127107289 ± 0.001275596796553062	79.63	63.47	60.64	55.58	49.83	50.05	55.61	53.89	51.49	48.84	65.91	62.42	60.58	57.63	51.57	50.16	55.84	51.00	61.30	49.00	54.61	56.21	54.56	51.53	65.08	56.21	72.92	52.26	78.68	69.26
	Wang_UniS_task2_4	WangUniS2025	90	53.19038024532819 ± 0.0012517639544326333	66.09	70.11	51.89	51.63	48.75	52.53	41.70	51.68	54.52	52.68	55.64	47.37	54.85	52.68	58.09	53.16	55.65	50.10	59.83	46.32	52.66	57.89	55.10	51.99	64.17	56.24	72.12	54.34	73.61	66.85
	Guan_HEU_task2_1	GuanHEU2025	22	58.25344060002535 ± 0.0011865451404030904	70.81	59.53	55.51	53.63	46.55	49.58	49.38	50.74	61.83	56.11	89.98	77.26	62.19	61.79	55.60	51.89	72.19	54.65	75.44	57.42	64.71	61.51	56.81	53.06	70.24	57.79	67.58	53.80	73.35	65.50
	Guan_HEU_task2_2	GuanHEU2025	48	57.2109893578078 ± 0.0011975016881285864	64.38	53.37	54.63	52.95	45.62	50.11	48.62	50.42	61.44	56.00	89.05	75.42	62.38	61.32	55.95	52.11	72.13	55.40	75.86	56.35	67.84	62.57	56.43	50.72	70.36	58.00	66.00	53.16	72.90	63.80
	Guan_HEU_task2_3	GuanHEU2025	117	47.50449562562062 ± 0.0011856688491959603	34.21	49.42	42.01	52.11	38.63	49.47	60.67	55.63	48.78	49.84	66.97	56.74	45.84	50.05	44.82	50.00	77.67	61.56	68.48	50.24	59.41	52.21	62.32	52.21	72.50	59.70	68.00	52.47	85.68	72.46
	Guan_HEU_task2_4	GuanHEU2025	68	55.31771382417022 ± 0.001333439788966255	57.04	50.00	51.24	54.53	41.12	49.74	53.34	52.26	59.76	55.63	88.68	72.84	58.88	59.11	52.73	51.26	77.06	60.71	74.96	57.36	67.07	60.29	58.73	51.09	72.11	62.52	67.29	52.79	80.62	73.15
	Kim_AISTAT_task2_1	KimAISTAT2025	31	57.845411436558095 ± 0.0013619993164548112	89.97	77.47	54.93	54.74	50.89	55.47	70.06	61.32	50.74	51.11	59.19	52.00	64.41	55.68	47.54	50.47	66.12	51.00	75.40	60.42	66.02	56.16	62.14	52.00	73.96	66.53	82.60	64.63	78.82	71.58
	Kim_AISTAT_task2_2	KimAISTAT2025	33	57.807994655715866 ± 0.001359971937463962	90.53	78.37	54.48	54.58	50.80	55.32	69.98	61.53	50.65	50.84	59.42	51.47	64.61	54.95	47.62	51.00	66.30	51.63	75.24	60.21	66.30	56.21	62.06	51.79	74.04	66.79	82.50	64.05	78.80	71.63
	Kim_AISTAT_task2_3	KimAISTAT2025	36	57.732684643389376 ± 0.0013578163797103682	91.14	78.05	54.49	54.05	50.67	55.00	69.40	61.32	50.75	51.21	59.92	50.84	63.79	54.47	47.92	51.16	65.72	50.68	75.80	61.37	66.26	55.84	62.46	51.84	74.78	66.16	82.62	63.84	78.02	70.26
	Kim_AISTAT_task2_4	KimAISTAT2025	29	57.95495072758183 ± 0.0013606493522197662	90.21	77.47	55.11	54.53	50.96	55.32	69.84	61.53	51.39	51.63	59.97	51.58	63.67	55.79	47.60	50.47	65.72	50.42	75.68	61.68	66.04	55.58	62.08	51.84	74.80	66.89	82.20	63.79	78.12	70.42

Supplementary metrics (recall, precision, and F1 score)

Rank	Submission Information		Evaluation Dataset
	Submission Code	Technical Report	Official Rank	AutoTrash (F1 score)	AutoTrash (Recall)	AutoTrash (Precision)	BandSealer (F1 score)	BandSealer (Recall)	BandSealer (Precision)	CoffeeGrinder (F1 score)	CoffeeGrinder (Recall)	CoffeeGrinder (Precision)	HomeCamera (F1 score)	HomeCamera (Recall)	HomeCamera (Precision)	Polisher (F1 score)	Polisher (Recall)	Polisher (Precision)	ScrewFeeder (F1 score)	ScrewFeeder (Recall)	ScrewFeeder (Precision)	ToyPet (F1 score)	ToyPet (Recall)	ToyPet (Precision)	ToyRCCar (F1 score)	ToyRCCar (Recall)	ToyRCCar (Precision)
	DCASE2025_baseline_task2_MAHALA	DCASE2025baseline2025	58	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	DCASE2025_baseline_task2_MSE	DCASE2025baseline2025	77	65.40	92.47	50.59	63.04	78.20	52.80	58.31	66.67	51.81	67.34	100.00	50.76	64.73	86.07	51.87	66.67	100.00	50.00	57.31	68.42	49.30	32.21	22.70	55.41
	Zhou_XJU_task2_1	ZhouXJU2025	100	31.84	21.38	62.29	57.06	54.10	60.36	26.08	18.08	46.81	52.20	45.71	60.84	53.88	52.80	55.00	62.00	62.00	62.00	52.02	45.00	61.64	49.37	48.63	50.14
	Zhou_XJU_task2_2	ZhouXJU2025	94	32.75	21.43	69.44	57.30	55.52	59.19	31.47	21.38	59.57	49.53	41.75	60.87	52.27	50.37	54.31	60.93	60.98	60.88	51.59	44.75	60.91	50.27	49.23	51.36
	Zhou_XJU_task2_3	ZhouXJU2025	96	35.96	24.44	68.09	52.62	48.86	57.00	27.14	18.11	54.11	54.70	49.26	61.50	53.70	51.93	55.61	58.92	58.98	58.86	49.26	42.25	59.08	52.99	52.98	53.00
	Zhou_XJU_task2_4	ZhouXJU2025	93	28.65	18.15	68.06	54.38	51.43	57.69	34.63	24.37	59.82	58.48	54.10	63.64	51.58	49.81	53.48	58.70	58.85	58.55	49.70	43.93	57.21	54.00	54.00	54.00
	Cai_NCUT_task2_1	CaiNCUT2025	45	79.90	80.78	79.05	25.39	16.88	51.23	39.39	30.21	56.59	29.83	21.27	49.89	38.43	28.89	57.40	69.89	67.94	71.95	62.37	60.34	64.55	27.27	17.14	66.67
	Cai_NCUT_task2_2	CaiNCUT2025	83	68.36	96.91	52.81	60.27	68.62	53.74	61.10	71.79	53.17	63.15	76.15	53.95	64.01	83.58	51.86	67.12	98.99	50.77	56.52	68.42	48.15	26.72	17.06	61.57
	Cai_NCUT_task2_3	CaiNCUT2025	42	68.43	63.55	74.11	50.77	47.08	55.09	35.00	24.44	61.65	55.29	54.84	55.75	53.30	48.07	59.80	75.28	73.42	77.24	52.10	42.93	66.26	54.58	54.84	54.32
	Saengthong_SCITOK_task2_1	SaengthongSCITOK2025	84	70.42	82.29	61.54	45.23	35.04	63.79	51.04	43.75	61.24	51.28	45.94	58.03	58.89	51.33	69.06	66.65	97.96	50.51	62.85	75.34	53.91	45.12	38.96	53.59
	Saengthong_SCITOK_task2_2	SaengthongSCITOK2025	2	80.32	76.68	84.32	42.25	29.76	72.81	47.48	38.18	62.78	28.11	19.09	53.30	56.48	46.47	71.98	69.92	97.96	54.36	64.37	74.08	56.91	42.21	35.10	52.94
	Saengthong_SCITOK_task2_3	SaengthongSCITOK2025	56	69.82	96.99	54.54	64.03	80.89	52.98	59.06	73.42	49.40	44.84	37.50	55.76	66.67	100.00	50.00	69.44	100.00	53.19	62.46	60.42	64.64	60.51	71.94	52.22
	Saengthong_SCITOK_task2_4	SaengthongSCITOK2025	80	65.00	78.20	55.62	52.11	44.21	63.44	57.14	61.11	53.66	59.14	61.11	57.29	66.81	69.09	64.69	67.61	83.81	56.66	58.99	66.22	53.19	38.49	28.89	57.65
	Zhang_DKU_task2_1	ZhangDKU2025	88	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Zhang_DKU_task2_2	ZhangDKU2025	70	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Zhang_DKU_task2_3	ZhangDKU2025	92	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Zhang_DKU_task2_4	ZhangDKU2025	63	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	WT_IACAS_task2_1	WTIACAS2025	66	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	WT_IACAS_task2_2	WTIACAS2025	44	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	WT_IACAS_task2_3	WTIACAS2025	86	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	WT_IACAS_task2_4	WTIACAS2025	76	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Zhou_XAUAT_task2_1	ZhouXAUAT2025	24	82.05	84.71	79.56	54.81	55.36	54.27	55.75	62.60	50.24	57.69	60.00	55.56	65.82	78.00	56.93	63.10	75.95	53.96	62.51	73.78	54.22	56.57	68.44	48.20
	Zhou_XAUAT_task2_2	ZhouXAUAT2025	43	81.84	87.27	77.05	56.67	58.58	54.87	56.66	64.48	50.52	61.09	65.94	56.90	66.12	80.00	56.34	61.25	72.99	52.76	61.93	74.88	52.79	55.19	63.01	49.09
	Zhou_XAUAT_task2_3	ZhouXAUAT2025	95	74.46	92.47	62.32	61.75	73.42	53.29	60.16	74.00	50.68	58.84	67.20	52.34	62.64	79.61	51.63	55.58	68.87	46.59	62.45	78.22	51.97	62.14	79.61	50.95
	Zhou_XAUAT_task2_4	ZhouXAUAT2025	50	84.01	87.59	80.71	62.00	76.54	52.10	68.29	78.99	60.15	57.30	58.98	55.72	67.06	88.45	54.00	61.80	72.00	54.14	62.48	80.78	50.94	59.43	77.43	48.22
	Zhong_USTC_task2_1	ZhongUSTC2025	54	51.94	51.92	51.96	55.01	54.98	55.04	46.96	46.98	46.94	52.78	52.53	53.03	56.97	56.98	56.96	54.90	54.84	54.96	53.91	53.93	53.89	51.49	51.69	51.30
	Zhong_USTC_task2_2	ZhongUSTC2025	51	51.94	51.92	51.96	55.01	54.98	55.04	46.96	46.98	46.94	52.78	52.53	53.03	56.97	56.98	56.96	54.90	54.84	54.96	53.91	53.93	53.89	51.49	51.69	51.30
	Zhong_USTC_task2_3	ZhongUSTC2025	38	51.94	51.92	51.96	55.01	54.98	55.04	46.96	46.98	46.94	52.78	52.53	53.03	56.97	56.98	56.96	54.90	54.84	54.96	53.91	53.93	53.89	51.49	51.69	51.30
	Zhong_USTC_task2_4	ZhongUSTC2025	30	51.94	51.92	51.96	55.01	54.98	55.04	46.96	46.98	46.94	52.78	52.53	53.03	56.97	56.98	56.96	54.90	54.84	54.96	53.91	53.93	53.89	51.49	51.69	51.30
	Vijayyan_SNUC_task2_1	VijayyanSNUC2025	109	70.88	82.02	62.40	52.53	48.41	57.42	36.52	31.84	42.81	49.20	49.65	48.75	50.07	45.77	55.27	69.36	94.99	54.62	62.46	70.13	56.30	33.33	25.55	47.94
	CHUNG_KUCAU_task2_1	CHUNGKUCAU2025	97	64.64	71.35	59.09	44.90	36.07	59.46	21.30	14.48	40.32	54.52	54.12	54.92	34.74	25.55	54.25	53.39	37.74	91.20	56.91	55.76	58.12	39.34	32.74	49.27
	CHUNG_KUCAU_task2_2	CHUNGKUCAU2025	65	49.53	34.60	87.12	48.07	41.74	56.67	44.17	35.80	57.64	51.84	42.35	66.79	42.29	34.91	53.63	25.89	17.78	47.62	56.37	53.77	59.23	25.95	19.20	40.00
	CHUNG_KUCAU_task2_3	CHUNGKUCAU2025	72	63.98	58.80	70.17	50.13	43.75	58.68	0.00	0.00	0.00	59.55	61.33	57.86	31.94	21.76	60.04	38.71	24.00	100.00	0.00	0.00	0.00	38.97	30.91	52.71
	CHUNG_KUCAU_task2_4	CHUNGKUCAU2025	47	48.92	33.92	87.72	42.98	30.71	71.58	48.73	38.40	66.67	58.06	48.00	73.47	38.43	27.00	66.67	67.86	72.65	63.67	57.12	58.23	56.04	25.44	17.78	44.69
	Dung_CNTT1PTIT_task2_1	DungCNTT1PTIT2025	112	64.40	94.99	48.72	46.78	42.79	51.60	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Zhang_NWPU_task2_1	ZhangNWPU2025	103	27.51	17.62	62.71	41.93	38.97	45.37	51.12	47.67	55.11	44.11	40.98	47.75	43.95	40.78	47.66	47.96	44.44	52.08	48.34	44.98	52.25	42.98	39.02	47.82
	Zhang_NWPU_task2_2	ZhangNWPU2025	67	58.76	49.35	72.58	46.85	45.91	47.83	53.06	52.00	54.17	49.94	48.82	51.11	52.87	51.69	54.11	51.42	50.04	52.88	52.01	50.98	53.08	51.02	50.00	52.08
	Zhang_NWPU_task2_3	ZhangNWPU2025	75	53.76	42.93	71.88	45.91	44.98	46.87	52.96	51.92	54.04	48.96	47.92	50.04	53.00	51.92	54.13	52.66	51.31	54.10	51.02	50.00	52.08	48.98	47.92	50.09
	Zhang_NWPU_task2_4	ZhangNWPU2025	82	51.56	40.34	71.43	47.42	46.00	48.94	53.49	51.92	55.15	48.41	46.98	49.93	53.33	51.69	55.08	52.28	50.51	54.19	49.48	48.00	51.06	47.32	45.65	49.11
	Chao_BUCT_task2_1	ChaoBUCT2025	118	53.45	53.33	53.57	39.73	33.92	47.94	61.54	61.74	61.35	52.82	48.44	58.06	55.67	55.71	55.63	38.00	38.00	38.00	48.92	48.98	48.86	43.35	39.32	48.30
	Chao_BUCT_task2_2	ChaoBUCT2025	114	66.67	100.00	50.00	31.14	22.06	52.91	66.67	100.00	50.00	66.67	100.00	50.00	48.83	48.72	48.94	67.62	89.82	54.22	66.67	100.00	50.00	66.67	100.00	50.00
	Chao_BUCT_task2_3	ChaoBUCT2025	108	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00
	Li_XJTLU_task2_1	LiXJTLU2025	89	69.14	68.64	69.65	47.95	47.67	48.23	32.62	24.00	50.91	55.05	51.43	59.21	56.61	56.56	56.66	49.85	49.41	50.30	46.97	41.21	54.60	52.73	52.15	53.33
	Li_XJTLU_task2_2	LiXJTLU2025	87	69.14	68.64	69.65	55.00	54.98	55.02	32.62	24.00	50.91	46.06	44.88	47.30	51.84	48.44	55.76	49.85	49.41	50.30	46.97	41.21	54.60	53.73	51.43	56.25
	Li_XJTLU_task2_3	LiXJTLU2025	106	60.34	60.20	60.47	43.51	38.20	50.54	44.86	37.53	55.75	50.04	49.92	50.16	53.27	50.37	56.53	48.74	48.49	48.99	57.53	55.19	60.07	49.00	48.98	49.02
	Li_XJTLU_task2_4	LiXJTLU2025	99	61.03	56.77	65.97	46.10	37.53	59.76	39.11	33.70	46.59	45.10	43.83	46.45	52.86	52.83	52.89	68.69	68.64	68.74	56.00	53.05	59.29	52.70	52.08	53.34
	Wang_ZJU_task2_1	WangZJU2025	107	0.00	0.00	0.00	20.78	12.80	55.17	25.19	18.18	40.98	21.12	12.80	60.38	22.73	13.75	65.48	0.00	0.00	0.00	7.00	3.80	44.19	0.00	0.00	0.00
	Wang_ZJU_task2_2	WangZJU2025	64	66.67	100.00	50.00	62.05	75.00	52.91	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Wang_ZJU_task2_3	WangZJU2025	85	71.00	90.11	58.57	59.65	68.62	52.76	59.98	68.42	53.39	62.16	77.47	51.91	64.62	84.84	52.19	0.00	0.00	0.00	55.87	66.67	48.08	56.90	53.43	60.86
	Wang_ZJU_task2_4	WangZJU2025	55	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Lin_IASP_task2_1	LinIASP2025	105	78.39	76.88	79.96	46.36	40.63	53.99	45.36	42.79	48.27	44.97	40.78	50.12	28.03	19.83	47.79	41.71	37.89	46.39	41.27	33.22	54.46	53.78	55.93	51.79
	Lin_IASP_task2_2	LinIASP2025	78	77.87	77.95	77.79	53.35	52.08	54.70	52.36	46.34	60.16	53.97	52.15	55.92	53.42	49.26	58.35	54.60	54.55	54.64	46.89	43.92	50.29	58.99	58.98	59.00
	Lin_IASP_task2_3	LinIASP2025	74	75.58	77.97	73.33	40.14	34.69	47.62	52.51	52.94	52.08	48.31	45.04	52.10	58.32	54.62	62.56	55.32	49.92	62.03	35.24	25.26	58.25	61.45	62.86	60.11
	Lin_IASP_task2_4	LinIASP2025	73	64.35	64.48	64.23	52.48	51.31	53.70	54.98	54.11	55.88	47.37	47.67	47.08	51.67	50.72	52.66	56.96	56.84	57.08	50.85	50.08	51.65	54.32	54.11	54.53
	Lobanov_ITMO_task2_1	LobanovITMO2025	110	69.89	96.91	54.65	45.98	41.62	51.35	40.00	32.00	53.33	36.59	30.00	46.88	41.82	36.28	49.37	19.44	12.92	39.25	34.55	31.06	38.94	35.49	25.20	60.00
	Lobanov_ITMO_task2_2	LobanovITMO2025	98	68.53	98.99	52.41	44.89	37.89	55.05	32.17	25.71	42.96	23.17	14.12	64.52	34.63	27.87	45.73	28.07	19.20	52.17	32.60	25.87	44.04	43.62	38.57	50.19
	Qian_nivic_task2_1	Qiannivic2025	32	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Qian_nivic_task2_2	Qiannivic2025	28	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Qian_nivic_task2_3	Qiannivic2025	49	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Qian_nivic_task2_4	Qiannivic2025	39	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Wang_MYPS_task2_1	WangMYPS2025	16	74.16	71.35	77.19	57.68	57.72	57.64	57.92	56.95	58.93	47.09	46.98	47.20	58.00	58.00	58.00	87.06	86.71	87.42	56.48	55.19	57.83	48.94	48.49	49.40
	Wang_MYPS_task2_2	WangMYPS2025	20	76.63	76.15	77.10	57.68	57.72	57.64	57.92	56.95	58.93	47.09	46.98	47.20	59.73	59.73	59.73	86.13	85.81	86.46	56.48	55.19	57.83	48.94	48.49	49.40
	Wang_MYPS_task2_3	WangMYPS2025	1	73.43	71.89	75.04	59.46	59.40	59.52	52.00	51.47	52.54	59.97	59.93	60.01	61.98	61.74	62.22	83.02	82.99	83.05	59.02	58.33	59.73	44.00	43.64	44.36
	Wang_MYPS_task2_4	WangMYPS2025	4	71.69	67.83	76.02	59.46	59.40	59.52	52.00	51.47	52.54	59.97	59.93	60.01	64.83	64.86	64.80	82.05	81.95	82.15	59.02	58.33	59.73	44.00	43.64	44.36
	Emon_HDK_task2_1	EmonHDK2025	121	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	6.81	3.69	43.64	10.70	6.40	32.65	13.95	8.40	41.18	0.00	0.00	0.00	11.91	6.77	49.44
	Fu_CUMT_task2_1	FuCUMT2025	52	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Fu_CUMT_task2_2	FuCUMT2025	40	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Fu_CUMT_task2_3	FuCUMT2025	41	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Fu_CUMT_task2_4	FuCUMT2025	26	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Ding_HFUU_task2_1	DingHFUU2025	71	68.97	100.00	52.63	63.16	79.52	52.38	60.18	79.52	48.41	64.05	92.73	48.92	62.57	83.58	50.00	0.00	0.00	0.00	62.40	87.64	48.45	0.00	0.00	0.00
	Ding_HFUU_task2_2	DingHFUU2025	81	63.89	63.01	64.79	0.00	0.00	0.00	49.26	46.15	52.82	64.98	94.74	49.45	64.66	92.47	49.71	0.00	0.00	0.00	0.00	0.00	0.00	57.32	60.88	54.16
	Ding_HFUU_task2_3	DingHFUU2025	91	41.85	32.98	57.25	60.06	70.68	52.22	57.46	64.86	51.57	64.09	80.96	53.03	61.41	78.22	50.55	64.98	90.00	50.85	56.18	66.67	48.54	29.34	20.00	55.05
	Ding_HFUU_task2_4	DingHFUU2025	59	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Yang_NBU_task2_1	YangNBU2025	3	51.92	51.92	51.92	47.61	47.25	47.97	51.85	51.69	52.01	44.05	43.91	44.19	53.01	52.98	53.04	49.92	49.92	49.92	42.00	42.00	42.00	52.89	52.83	52.95
	Yang_NBU_task2_2	YangNBU2025	6	51.92	51.92	51.92	47.61	47.25	47.97	51.85	51.69	52.01	44.05	43.91	44.19	53.01	52.98	53.04	49.92	49.92	49.92	42.00	42.00	42.00	52.89	52.83	52.95
	Yang_NBU_task2_3	YangNBU2025	5	51.92	51.92	51.92	47.61	47.25	47.97	51.85	51.69	52.01	44.05	43.91	44.19	53.01	52.98	53.04	49.92	49.92	49.92	42.00	42.00	42.00	52.89	52.83	52.95
	Yang_NBU_task2_4	YangNBU2025	8	51.92	51.92	51.92	47.61	47.25	47.97	51.85	51.69	52.01	44.05	43.91	44.19	53.01	52.98	53.04	49.92	49.92	49.92	42.00	42.00	42.00	52.89	52.83	52.95
	Kret_CU_task2_1	KretCU2025	115	0.00	0.00	0.00	6.79	3.69	42.11	41.83	36.98	48.15	57.10	61.11	53.58	24.62	15.65	57.69	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00
	Zheng_SJTU-AITHU_task2_1	ZhengSJTU-AITHU2025	13	81.01	80.89	81.13	63.95	63.75	64.15	46.54	45.55	47.57	59.00	58.98	59.02	56.03	55.71	56.36	61.94	61.94	61.94	56.07	54.88	57.31	45.93	43.92	48.13
	Zheng_SJTU-AITHU_task2_2	ZhengSJTU-AITHU2025	11	85.81	85.26	86.38	64.07	63.75	64.39	48.81	47.69	49.98	56.05	55.93	56.17	57.37	56.90	57.85	61.96	61.94	61.98	56.81	55.52	58.16	45.88	42.67	49.61
	Zheng_SJTU-AITHU_task2_3	ZhengSJTU-AITHU2025	15	85.81	85.26	86.38	66.06	65.45	66.67	47.27	46.08	48.53	56.00	56.00	56.00	56.02	55.58	56.47	60.89	60.59	61.19	54.26	52.50	56.15	45.09	39.00	53.42
	Zheng_SJTU-AITHU_task2_4	ZhengSJTU-AITHU2025	12	85.81	85.26	86.38	64.07	63.75	64.39	48.81	47.69	49.98	56.05	55.93	56.17	56.11	55.58	56.65	62.99	62.98	63.00	56.81	55.52	58.16	45.52	41.63	50.20
	Zhao_CUMT_task2_1	ZhaoCUMT2025	102	68.86	96.91	53.41	20.92	13.22	50.17	17.33	11.16	38.71	22.16	13.33	65.57	32.73	24.00	51.43	0.00	0.00	0.00	42.91	41.48	44.44	0.00	0.00	0.00
	Zhao_CUMT_task2_2	ZhaoCUMT2025	101	68.86	96.91	53.41	20.92	13.22	50.17	17.33	11.16	38.71	22.16	13.33	65.57	32.73	24.00	51.43	0.00	0.00	0.00	42.91	41.48	44.44	0.00	0.00	0.00
	Zhao_CUMT_task2_3	ZhaoCUMT2025	61	61.50	60.85	62.16	20.92	13.22	50.17	17.33	11.16	38.71	22.16	13.33	65.57	32.73	24.00	51.43	0.00	0.00	0.00	42.91	41.48	44.44	0.00	0.00	0.00
	Zhao_CUMT_task2_4	ZhaoCUMT2025	62	61.50	60.85	62.16	20.92	13.22	50.17	17.33	11.16	38.71	22.16	13.33	65.57	32.73	24.00	51.43	0.00	0.00	0.00	42.91	41.48	44.44	0.00	0.00	0.00
	Ozeki_MELCO_task2_1	OzekiMELCO2025	23	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Ozeki_MELCO_task2_2	OzekiMELCO2025	60	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Ozeki_MELCO_task2_3	OzekiMELCO2025	69	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Ozeki_MELCO_task2_4	OzekiMELCO2025	79	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Huang_XJU_task2_1	HuangXJU2025	25	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Huang_XJU_task2_2	HuangXJU2025	27	66.67	100.00	50.00	66.67	100.00	50.00	70.59	76.80	65.31	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Huang_XJU_task2_3	HuangXJU2025	35	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Huang_XJU_task2_4	HuangXJU2025	37	66.67	100.00	50.00	66.67	100.00	50.00	23.79	14.44	67.36	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Fujimura_NU_task2_1	FujimuraNU2025	7	66.89	100.00	50.25	68.19	75.95	61.86	0.00	0.00	0.00	48.60	38.77	65.12	5.19	2.67	100.00	66.67	100.00	50.00	62.57	70.74	56.09	66.67	100.00	50.00
	Fujimura_NU_task2_2	FujimuraNU2025	21	66.67	100.00	50.00	68.65	92.90	54.44	0.00	0.00	0.00	63.88	67.83	60.37	63.32	87.27	49.69	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Fujimura_NU_task2_3	FujimuraNU2025	14	67.34	100.00	50.76	68.09	96.00	52.75	13.41	7.47	65.88	65.60	79.80	55.69	58.78	61.77	56.07	66.67	100.00	50.00	65.45	86.36	52.69	66.67	100.00	50.00
	Fujimura_NU_task2_4	FujimuraNU2025	9	67.34	100.00	50.76	67.62	92.99	53.13	13.57	7.53	68.82	66.89	87.95	53.97	46.46	33.95	73.57	66.67	100.00	50.00	62.07	71.27	54.98	66.67	100.00	50.00
	Jiang_THUEE_task2_1	JiangTHUEE2025	19	86.86	86.44	87.28	64.10	63.44	64.77	48.81	47.69	49.98	56.07	55.93	56.21	54.39	54.11	54.67	62.95	62.86	63.04	54.40	52.50	56.45	43.97	38.48	51.28
	Jiang_THUEE_task2_2	JiangTHUEE2025	10	88.81	88.09	89.54	64.15	63.75	64.56	50.81	49.81	51.85	55.02	54.98	55.06	57.53	56.90	58.18	65.72	65.76	65.68	58.14	56.95	59.38	46.35	43.92	49.07
	Jiang_THUEE_task2_3	JiangTHUEE2025	18	86.61	86.07	87.15	63.21	62.60	63.82	50.27	49.23	51.36	56.95	56.98	56.92	56.63	56.14	57.12	64.96	64.98	64.94	55.82	54.04	57.72	43.51	38.20	50.54
	Jiang_THUEE_task2_4	JiangTHUEE2025	17	88.63	87.64	89.63	63.13	62.22	64.07	48.93	47.69	50.25	56.95	56.98	56.92	55.49	54.86	56.14	62.00	62.00	62.00	54.96	53.43	56.58	46.26	42.00	51.47
	Bian_TGU_task2_1	BianTGU2025	119	0.00	0.00	0.00	0.00	0.00	0.00	9.04	5.33	29.63	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	15.62	10.00	35.71
	Bian_TGU_task2_2	BianTGU2025	116	13.26	8.00	38.71	33.03	24.30	51.56	18.15	10.91	54.05	14.68	8.73	46.15	14.04	8.00	57.14	12.60	6.86	77.42	6.15	3.33	40.00	14.65	8.89	41.67
	Bian_TGU_task2_3	BianTGU2025	104	16.27	9.60	53.33	24.95	15.75	60.00	14.76	8.40	60.87	31.33	22.61	50.98	0.00	0.00	0.00	25.51	15.75	67.02	20.33	12.31	58.39	0.00	0.00	0.00
	Bian_TGU_task2_4	BianTGU2025	120	17.10	10.18	53.33	0.00	0.00	0.00	17.69	11.73	35.92	36.35	28.97	48.78	0.00	0.00	0.00	17.14	10.91	40.00	0.00	0.00	0.00	16.67	10.67	38.10
	Sera_TMU_task2_1	SeraTMU2025	57	0.00	0.00	0.00	7.17	3.75	81.08	0.00	0.00	0.00	20.00	12.00	60.00	7.01	3.69	68.57	32.79	20.00	90.91	0.00	0.00	0.00	18.43	10.91	59.41
	Kim_DAU_task2_1	KimDAU2025	113	38.89	37.33	40.58	15.65	9.00	60.00	60.80	66.34	56.11	60.16	70.99	52.20	59.12	80.99	46.55	58.25	74.35	47.89	56.44	61.94	51.84	27.04	19.20	45.71
	Kim_DAU_task2_2	KimDAU2025	111	48.79	45.96	52.00	16.34	9.75	50.32	54.26	62.40	48.00	58.03	73.42	47.97	55.43	60.98	50.81	19.29	12.92	38.01	28.39	19.80	50.13	25.63	18.20	43.33
	Wang_UniS_task2_1	WangUniS2025	34	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Wang_UniS_task2_2	WangUniS2025	46	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Wang_UniS_task2_3	WangUniS2025	53	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Wang_UniS_task2_4	WangUniS2025	90	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00	66.67	100.00	50.00
	Guan_HEU_task2_1	GuanHEU2025	22	60.06	54.19	67.36	29.70	19.35	63.83	40.13	30.41	58.96	27.05	18.67	49.12	33.04	22.40	62.92	63.91	47.35	98.31	40.52	28.10	72.64	32.35	21.82	62.50
	Guan_HEU_task2_2	GuanHEU2025	48	66.67	76.72	58.94	29.70	19.35	63.83	42.75	33.22	59.94	25.81	17.45	49.48	33.27	22.56	63.34	69.12	54.04	95.89	31.52	19.50	82.11	31.05	20.95	59.95
	Guan_HEU_task2_3	GuanHEU2025	117	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	6.43	3.33	90.91	0.00	0.00	0.00	10.75	5.71	90.91	6.94	3.75	46.88	8.92	4.80	63.16
	Guan_HEU_task2_4	GuanHEU2025	68	63.95	61.61	66.47	7.21	3.79	75.00	23.97	14.75	64.05	30.03	20.36	57.14	35.65	25.60	58.72	63.05	47.25	94.74	43.48	31.84	68.54	14.51	8.40	53.16
	Kim_AISTAT_task2_1	KimAISTAT2025	31	79.25	84.00	75.00	26.93	17.73	56.03	23.74	14.72	61.33	65.74	60.59	71.85	34.86	27.47	47.67	66.89	100.00	50.25	68.47	97.96	52.63	52.76	56.84	49.23
	Kim_AISTAT_task2_2	KimAISTAT2025	33	79.37	80.99	77.82	26.89	17.73	55.63	23.62	14.67	60.69	65.20	59.40	72.26	35.20	27.47	48.97	66.89	100.00	50.25	68.71	97.96	52.91	52.42	55.93	49.32
	Kim_AISTAT_task2_3	KimAISTAT2025	36	82.21	82.99	81.44	30.59	20.80	57.78	23.68	14.72	60.53	65.66	61.42	70.52	37.08	29.74	49.24	66.89	100.00	50.25	68.53	96.99	52.98	53.52	56.84	50.56
	Kim_AISTAT_task2_4	KimAISTAT2025	29	79.88	85.95	74.61	37.03	26.55	61.18	23.80	14.75	61.64	66.81	62.60	71.63	37.38	30.00	49.59	66.89	100.00	50.25	68.24	97.96	52.36	53.17	58.58	48.68

Domain-wise performance

Rank	Submission Information		Ranking		Eveluation Dataset in Source Domain																	Eveluation Dataset in Target Domain
	Submission Code	Technical Report	Official Rank	Official Score	Harmonic mean (AUC, source)	AutoTrash (AUC, source)	AutoTrash (pAUC, source)	BandSealer (AUC, source)	BandSealer (pAUC, source)	CoffeeGrinder (AUC, source)	CoffeeGrinder (pAUC, source)	HomeCamera (AUC, source)	HomeCamera (pAUC, source)	Polisher (AUC, source)	Polisher (pAUC, source)	ScrewFeeder (AUC, source)	ScrewFeeder (pAUC, source)	ToyPet (AUC, source)	ToyPet (pAUC, source)	ToyRCCar (AUC, source)	ToyRCCar (pAUC, source)	Harmonic mean (AUC, target)	AutoTrash (AUC, target)	AutoTrash (pAUC, target)	BandSealer (AUC, target)	BandSealer (pAUC, target)	CoffeeGrinder (AUC, target)	CoffeeGrinder (pAUC, target)	HomeCamera (AUC, target)	HomeCamera (pAUC, target)	Polisher (AUC, target)	Polisher (pAUC, target)	ScrewFeeder (AUC, target)	ScrewFeeder (pAUC, target)	ToyPet (AUC, target)	ToyPet (pAUC, target)	ToyRCCar (AUC, target)	ToyRCCar (pAUC, target)
	DCASE2025_baseline_task2_MAHALA	DCASE2025baseline2025	58	56.506	71.99	77.26	54.16	76.38	49.11	74.98	51.42	86.16	51.84	70.42	53.79	72.90	70.05	69.82	56.84	55.86	54.00	47.88	52.60	54.16	32.68	49.11	40.42	51.42	42.64	51.84	52.78	53.79	79.04	70.05	50.90	56.84	55.48	54.00
	DCASE2025_baseline_task2_MSE	DCASE2025baseline2025	77	54.428	68.80	81.02	54.21	71.98	52.05	73.04	53.42	81.40	52.84	66.86	52.32	64.86	62.11	67.70	55.00	52.84	55.53	44.95	34.36	54.21	39.56	52.05	44.36	53.42	49.76	52.84	44.30	52.32	65.92	62.11	36.70	55.00	62.72	55.53
	Zhou_XJU_task2_1	ZhouXJU2025	100	52.417	67.81	85.56	49.53	68.76	50.89	70.26	50.16	77.56	52.84	64.56	51.42	61.14	59.11	74.90	54.32	51.50	53.32	42.63	31.94	49.53	45.18	50.89	31.00	50.16	35.62	52.84	47.08	51.42	73.64	59.11	44.90	54.32	59.54	53.32
	Zhou_XJU_task2_2	ZhouXJU2025	94	52.848	67.52	86.70	49.53	68.78	51.89	72.82	50.68	77.60	52.95	64.58	51.47	57.92	57.37	75.84	53.79	50.36	53.42	43.62	30.74	49.53	49.60	51.89	34.76	50.68	35.70	52.95	46.24	51.47	72.80	57.37	44.72	53.79	61.70	53.42
	Zhou_XJU_task2_3	ZhouXJU2025	96	52.631	68.73	86.58	51.05	69.86	50.47	71.64	51.26	79.10	54.11	64.88	51.05	57.70	59.74	74.34	53.58	56.36	53.74	42.42	30.46	51.05	44.52	50.47	31.20	51.26	39.80	54.11	46.00	51.05	72.50	59.74	43.64	53.58	56.52	53.74
	Zhou_XJU_task2_4	ZhouXJU2025	93	52.907	68.55	87.88	51.11	71.04	52.32	73.38	52.16	80.80	53.74	64.60	50.58	57.92	57.11	75.16	53.42	52.10	52.00	43.19	29.30	51.11	46.58	52.32	33.90	52.16	42.48	53.74	45.54	50.58	71.50	57.11	43.08	53.42	57.38	52.00
	Cai_NCUT_task2_1	CaiNCUT2025	45	57.344	74.44	92.46	66.26	66.24	56.26	76.52	52.47	69.62	50.05	74.00	50.21	80.28	63.84	83.06	58.21	62.04	53.05	47.75	78.86	66.26	47.74	56.26	31.42	52.47	39.12	50.05	45.96	50.21	79.28	63.84	46.02	58.21	48.96	53.05
	Cai_NCUT_task2_2	CaiNCUT2025	83	54.058	67.83	85.12	53.68	70.72	52.63	73.38	52.79	74.32	53.42	67.20	51.11	63.08	58.42	66.90	54.74	51.86	56.32	44.94	35.66	53.68	42.76	52.63	43.70	52.79	43.54	53.42	45.26	51.11	64.04	58.42	36.18	54.74	64.92	56.32
	Cai_NCUT_task2_3	CaiNCUT2025	42	57.559	74.16	92.43	61.29	69.14	54.89	75.59	52.63	68.36	50.26	75.29	51.24	81.64	67.08	81.55	58.13	59.03	52.50	48.49	64.44	61.29	49.83	54.89	32.89	52.63	37.61	50.26	44.03	51.24	85.24	67.08	47.01	58.13	59.90	52.50
	Saengthong_SCITOK_task2_1	SaengthongSCITOK2025	84	53.815	79.57	91.64	54.68	76.98	54.21	84.64	50.89	78.66	50.26	84.50	53.00	78.02	67.32	82.14	58.00	65.44	52.74	40.15	41.26	54.68	38.58	54.21	31.14	50.89	25.32	50.26	49.48	53.00	79.60	67.32	44.00	58.00	45.52	52.74
	Saengthong_SCITOK_task2_2	SaengthongSCITOK2025	2	61.569	69.52	87.56	71.05	63.32	57.37	78.36	52.00	47.82	52.32	78.92	56.68	79.94	73.47	79.32	57.84	61.00	51.63	58.40	84.62	71.05	61.46	57.37	40.30	52.00	57.88	52.32	58.82	56.68	89.08	73.47	58.16	57.84	46.78	51.63
	Saengthong_SCITOK_task2_3	SaengthongSCITOK2025	56	56.636	72.99	82.60	58.11	70.24	55.74	74.92	50.42	65.32	50.21	77.08	49.16	89.16	81.63	75.44	57.68	58.30	52.89	46.94	65.58	58.11	50.30	55.74	32.30	50.42	38.10	50.21	29.52	49.16	93.46	81.63	59.58	57.68	59.78	52.89
	Saengthong_SCITOK_task2_4	SaengthongSCITOK2025	80	54.326	75.62	80.68	50.89	75.36	52.79	78.70	50.42	81.50	50.05	80.34	56.00	71.68	61.89	76.52	59.16	63.74	52.32	42.66	38.18	50.89	42.66	52.79	32.32	50.42	31.54	50.05	55.76	56.00	72.98	61.89	45.98	59.16	45.70	52.32
	Zhang_DKU_task2_1	ZhangDKU2025	88	53.462	47.34	58.78	60.11	61.70	54.58	53.74	51.84	29.04	52.05	51.54	51.05	60.24	54.05	49.10	52.11	37.94	50.84	61.77	80.68	60.11	44.74	54.58	63.94	51.84	70.22	52.05	55.22	51.05	68.56	54.05	57.86	52.11	67.04	50.84
	Zhang_DKU_task2_2	ZhangDKU2025	70	55.184	53.60	78.42	67.21	38.04	51.00	52.84	50.58	56.68	52.00	54.58	53.58	53.04	54.00	53.54	53.11	56.20	50.21	58.72	90.00	67.21	67.36	51.00	61.08	50.58	39.62	52.00	59.26	53.58	68.96	54.00	55.64	53.11	51.76	50.21
	Zhang_DKU_task2_3	ZhangDKU2025	92	52.980	52.83	68.74	57.21	54.80	52.11	35.16	48.84	42.88	54.63	53.86	56.53	57.22	56.47	59.96	50.05	70.70	49.53	53.13	84.82	57.21	57.12	52.11	51.72	48.84	64.72	54.63	65.78	56.53	67.18	56.47	46.20	50.05	28.78	49.53
	Zhang_DKU_task2_4	ZhangDKU2025	63	55.762	53.01	80.08	65.21	50.46	51.84	52.34	51.74	35.96	55.32	53.50	54.21	62.32	56.42	56.60	52.26	51.82	50.79	60.40	86.06	65.21	64.16	51.84	58.90	51.74	62.90	55.32	64.60	54.21	75.28	56.42	48.54	52.26	43.46	50.79
	WT_IACAS_task2_1	WTIACAS2025	66	55.534	79.46	95.30	67.26	84.20	58.58	84.06	53.11	87.38	52.95	84.04	57.16	55.74	56.53	86.16	53.95	73.92	50.84	42.45	68.40	67.26	52.54	58.58	37.42	53.11	35.90	52.95	42.36	57.16	62.80	56.53	40.82	53.95	27.64	50.84
	WT_IACAS_task2_2	WTIACAS2025	44	57.441	78.79	93.48	72.74	75.68	61.37	84.28	51.63	84.64	52.89	84.82	56.63	62.32	62.84	85.80	55.00	69.18	51.21	45.28	81.84	72.74	59.86	61.37	35.66	51.63	35.84	52.89	43.82	56.63	71.24	62.84	45.14	55.00	30.48	51.21
	WT_IACAS_task2_3	WTIACAS2025	86	53.521	78.33	96.82	64.84	86.30	57.74	84.90	51.95	87.08	52.79	83.28	55.21	49.72	53.26	86.44	54.63	75.36	50.89	39.90	54.72	64.84	46.68	57.74	35.54	51.95	35.54	52.79	38.54	55.21	55.18	53.26	39.10	54.63	28.66	50.89
	WT_IACAS_task2_4	WTIACAS2025	76	54.440	77.45	95.96	66.32	83.84	58.89	84.90	51.63	85.84	53.16	83.66	54.26	49.64	55.53	85.92	56.42	72.60	52.32	41.23	58.56	66.32	47.36	58.89	34.12	51.63	35.38	53.16	38.78	54.26	57.96	55.53	42.52	56.42	31.52	52.32
	Zhou_XAUAT_task2_1	ZhouXAUAT2025	24	58.188	56.49	89.52	79.16	59.14	50.63	55.90	51.84	65.24	55.32	62.22	54.05	38.82	51.42	60.22	53.58	45.68	54.79	63.38	91.66	79.16	52.50	50.63	54.40	51.84	59.12	55.32	63.26	54.05	81.14	51.42	63.58	53.58	58.48	54.79
	Zhou_XAUAT_task2_2	ZhouXAUAT2025	43	57.510	54.30	90.44	79.68	55.88	50.21	58.24	52.89	66.26	54.63	55.86	53.63	36.82	51.21	59.70	54.63	41.14	53.63	63.90	90.62	79.68	50.74	50.21	55.52	52.89	61.10	54.63	66.50	53.63	74.66	51.21	57.10	54.63	70.82	53.63
	Zhou_XAUAT_task2_3	ZhouXAUAT2025	95	52.663	53.92	96.48	77.00	54.48	50.74	68.84	49.42	72.14	51.16	55.88	53.95	27.00	48.53	55.28	52.47	54.82	53.79	50.61	76.60	77.00	58.98	50.74	27.94	49.42	37.38	51.16	57.84	53.95	63.64	48.53	61.14	52.47	61.84	53.79
	Zhou_XAUAT_task2_4	ZhouXAUAT2025	50	57.092	55.87	91.62	81.63	56.88	51.16	84.06	49.84	64.42	56.05	61.10	53.89	37.20	51.05	53.34	51.74	39.56	53.47	60.92	91.58	81.63	58.90	51.16	44.18	49.84	56.32	56.05	67.66	53.89	76.16	51.05	54.34	51.74	59.84	53.47
	Zhong_USTC_task2_1	ZhongUSTC2025	54	56.896	55.10	66.48	75.05	63.82	55.21	51.70	50.26	43.74	52.05	60.14	57.42	66.08	58.95	58.96	54.74	42.44	49.32	60.08	94.12	75.05	55.54	55.21	48.34	50.26	56.82	52.05	74.98	57.42	85.36	58.95	60.02	54.74	40.78	49.32
	Zhong_USTC_task2_2	ZhongUSTC2025	51	57.068	56.37	75.79	56.10	63.82	55.21	51.70	50.26	43.74	52.05	64.52	62.16	67.48	63.53	58.96	54.74	42.44	49.32	60.05	87.73	56.10	55.54	55.21	48.34	50.26	56.82	52.05	77.80	62.16	87.02	63.53	60.02	54.74	40.78	49.32
	Zhong_USTC_task2_3	ZhongUSTC2025	38	57.698	54.18	66.48	75.05	49.26	55.21	58.26	55.68	43.74	52.05	60.14	57.42	66.08	58.95	58.96	54.74	42.44	49.32	63.10	94.12	75.05	64.76	55.21	59.26	55.68	56.82	52.05	74.98	57.42	85.36	58.95	60.02	54.74	40.78	49.32
	Zhong_USTC_task2_4	ZhongUSTC2025	30	57.875	55.42	75.79	56.10	49.26	55.21	58.26	55.68	43.74	52.05	64.52	62.16	67.48	63.53	58.96	54.74	42.44	49.32	63.07	87.73	56.10	64.76	55.21	59.26	55.68	56.82	52.05	77.80	62.16	87.02	63.53	60.02	54.74	40.78	49.32
	Vijayyan_SNUC_task2_1	VijayyanSNUC2025	109	49.905	70.53	88.26	56.74	75.18	48.32	60.18	50.53	70.76	47.37	68.28	51.32	80.88	63.47	75.66	52.89	56.14	49.89	37.37	50.68	56.74	28.34	48.32	36.84	50.53	22.70	47.37	43.58	51.32	65.94	63.47	38.58	52.89	41.96	49.89
	CHUNG_KUCAU_task2_1	CHUNGKUCAU2025	97	52.535	72.92	78.18	53.84	75.34	50.68	64.13	48.32	77.84	50.63	73.38	52.26	73.88	65.63	78.50	51.16	65.32	48.74	41.25	60.92	53.84	31.78	50.68	34.22	48.32	36.22	50.63	44.88	52.26	77.56	65.63	38.18	51.16	35.90	48.74
	CHUNG_KUCAU_task2_2	CHUNGKUCAU2025	65	55.554	67.99	79.82	66.42	70.60	53.63	74.68	55.84	84.38	54.26	70.06	51.63	52.02	51.37	78.94	50.16	51.12	48.84	48.46	75.82	66.42	45.90	53.63	43.08	55.84	42.98	54.26	44.24	51.63	65.48	51.37	42.76	50.16	44.74	48.84
	CHUNG_KUCAU_task2_3	CHUNGKUCAU2025	72	54.778	74.22	93.80	56.95	76.84	55.16	71.09	49.53	77.42	55.68	67.12	53.68	73.97	68.61	78.60	51.47	62.56	51.32	43.39	49.36	56.95	36.34	55.16	32.96	49.53	45.62	55.68	47.96	53.68	80.50	68.61	38.20	51.47	40.16	51.32
	CHUNG_KUCAU_task2_4	CHUNGKUCAU2025	47	57.227	71.09	86.48	67.68	70.38	56.95	78.22	51.16	83.16	57.84	70.54	52.37	76.04	67.32	73.38	47.58	47.64	51.37	49.01	70.18	67.68	64.54	56.95	35.20	51.16	51.42	57.84	46.68	52.37	72.50	67.32	34.84	47.58	46.02	51.37
	Dung_CNTT1PTIT_task2_1	DungCNTT1PTIT2025	112	48.719	48.97	44.60	54.58	48.74	48.68	59.92	51.74	53.10	51.05	52.58	50.58	40.46	49.11	43.32	48.68	55.26	52.47	46.58	34.20	54.58	51.46	48.68	49.82	51.74	50.02	51.05	50.70	50.58	46.94	49.11	42.74	48.68	53.84	52.47
	Zhang_NWPU_task2_1	ZhangNWPU2025	103	51.635	67.49	94.18	52.42	63.22	55.47	72.86	50.11	50.80	58.00	82.26	56.42	49.86	55.58	79.62	58.74	71.88	48.42	40.29	26.64	52.42	66.00	55.47	41.44	50.11	65.90	58.00	50.86	56.42	70.64	55.58	44.52	58.74	19.88	48.42
	Zhang_NWPU_task2_2	ZhangNWPU2025	67	55.425	70.47	94.62	56.95	66.88	55.95	74.26	50.84	56.58	55.11	82.30	58.32	54.14	57.53	79.10	58.32	73.56	47.95	46.05	50.44	56.95	62.24	55.95	39.26	50.84	54.56	55.11	50.62	58.32	73.30	57.53	51.62	58.32	24.24	47.95
	Zhang_NWPU_task2_3	ZhangNWPU2025	75	54.536	69.90	95.54	57.68	64.82	54.68	74.56	51.05	54.12	56.00	83.06	59.26	53.62	57.47	79.68	58.42	74.52	47.63	44.40	47.44	57.68	63.60	54.68	39.20	51.05	57.14	56.00	50.68	59.26	73.96	57.47	49.80	58.42	21.26	47.63
	Zhang_NWPU_task2_4	ZhangNWPU2025	82	54.279	69.37	95.66	58.58	64.80	55.16	74.28	51.05	53.80	55.63	83.30	58.63	51.60	56.37	80.14	58.53	73.92	47.68	44.15	50.04	58.58	63.48	55.16	38.92	51.05	55.10	55.63	48.78	58.63	65.82	56.37	49.00	58.53	21.96	47.68
	Chao_BUCT_task2_1	ChaoBUCT2025	118	47.243	42.02	57.60	52.68	30.46	49.79	77.04	51.47	37.06	49.11	50.40	51.79	26.34	48.58	38.66	49.26	60.44	49.68	50.49	57.22	52.68	67.24	49.79	60.16	51.47	71.68	49.11	60.32	51.79	38.68	48.58	53.76	49.26	28.98	49.68
	Chao_BUCT_task2_2	ChaoBUCT2025	114	48.452	47.37	53.89	48.92	59.06	50.69	44.93	48.91	28.30	51.92	53.40	52.39	69.06	51.62	53.05	49.23	42.09	49.65	47.72	53.04	48.92	35.86	50.69	39.80	48.91	56.69	51.92	53.19	52.39	55.78	51.62	49.02	49.23	47.58	49.65
	Chao_BUCT_task2_3	ChaoBUCT2025	108	50.132	58.27	62.66	50.26	73.82	48.58	74.90	50.95	57.36	52.11	51.63	51.79	52.31	48.63	65.52	48.47	43.00	49.63	44.08	51.84	50.26	25.04	48.58	66.72	50.95	64.32	52.11	53.98	51.79	34.10	48.63	42.30	48.47	49.40	49.63
	Li_XJTLU_task2_1	LiXJTLU2025	89	53.298	64.40	83.48	68.11	56.04	51.53	71.32	52.05	79.82	50.05	60.38	50.95	56.54	50.05	74.02	51.00	49.78	49.79	46.11	70.22	68.11	42.76	51.53	30.28	52.05	42.24	50.05	60.04	50.95	52.32	50.05	41.26	51.00	52.18	49.79
	Li_XJTLU_task2_2	LiXJTLU2025	87	53.469	62.69	83.48	68.11	52.94	51.11	71.32	52.05	52.78	53.63	73.18	50.00	56.54	50.05	74.02	51.00	52.88	49.89	47.19	70.22	68.11	51.84	51.11	30.28	52.05	53.80	53.63	41.04	50.00	52.32	50.05	41.26	51.00	60.06	49.89
	Li_XJTLU_task2_3	LiXJTLU2025	106	50.876	62.37	66.94	57.74	69.56	51.63	70.64	52.37	52.92	48.37	72.88	49.95	50.30	48.37	73.66	54.42	53.42	50.26	42.54	68.56	57.74	34.74	51.63	36.64	52.37	41.06	48.37	34.44	49.95	41.96	48.37	48.70	54.42	50.96	50.26
	Li_XJTLU_task2_4	LiXJTLU2025	99	52.523	66.93	86.98	58.16	78.04	52.42	57.24	48.42	59.52	50.63	54.88	49.21	76.46	68.00	76.18	54.42	60.56	50.63	42.64	50.44	58.16	35.28	52.42	27.60	48.42	39.96	50.63	52.26	49.21	79.66	68.00	45.44	54.42	40.86	50.63
	Wang_ZJU_task2_1	WangZJU2025	107	50.229	65.41	81.54	48.53	71.14	52.16	72.30	51.95	73.90	51.21	64.38	52.11	59.24	60.37	58.96	54.95	51.96	56.16	38.99	21.00	48.53	41.12	52.16	41.54	51.95	32.68	51.21	48.22	52.11	57.12	60.37	39.80	54.95	65.78	56.16
	Wang_ZJU_task2_2	WangZJU2025	64	55.589	68.93	73.50	53.32	75.60	50.89	73.76	50.37	80.10	51.58	62.92	53.68	73.96	68.47	63.80	55.00	55.28	53.95	47.59	52.54	53.32	34.86	50.89	38.50	50.37	35.62	51.58	57.60	53.68	75.60	68.47	50.54	55.00	62.70	53.95
	Wang_ZJU_task2_3	WangZJU2025	85	53.763	69.17	90.16	53.16	69.56	52.16	73.64	54.05	73.50	53.42	67.56	50.84	64.70	60.74	68.06	54.63	55.40	56.21	43.64	33.26	53.16	40.96	52.16	45.08	54.05	41.28	53.42	45.14	50.84	61.30	60.74	35.48	54.63	63.36	56.21
	Wang_ZJU_task2_4	WangZJU2025	55	56.866	71.72	82.42	54.53	74.44	50.05	75.68	51.84	80.42	52.32	66.80	55.00	69.82	67.58	69.54	57.00	60.02	54.84	48.48	50.22	54.53	34.36	50.05	41.52	51.84	42.46	52.32	52.90	55.00	74.94	67.58	51.46	57.00	59.94	54.84
	Lin_IASP_task2_1	LinIASP2025	105	51.076	56.54	62.84	49.47	74.78	51.32	51.58	52.89	58.64	50.84	49.84	51.05	53.58	52.89	55.64	51.89	52.44	48.32	46.61	52.08	49.47	29.02	51.32	51.28	52.89	52.72	50.84	45.74	51.05	56.78	52.89	46.96	51.89	53.32	48.32
	Lin_IASP_task2_2	LinIASP2025	78	54.420	59.70	93.88	73.00	67.40	51.16	59.14	50.11	54.60	49.42	68.64	53.05	56.84	58.79	54.18	52.84	44.10	51.95	50.15	75.84	73.00	36.98	51.16	37.24	50.11	46.70	49.42	51.16	53.05	63.58	58.79	45.56	52.84	72.36	51.95
	Lin_IASP_task2_3	LinIASP2025	74	54.548	63.20	93.86	71.37	74.78	51.32	70.94	48.68	57.92	53.42	68.64	53.05	57.02	61.89	56.10	53.05	47.04	54.32	47.51	74.12	71.37	29.02	51.32	40.96	48.68	42.14	53.42	51.16	53.05	65.52	61.89	41.24	53.05	75.64	54.32
	Lin_IASP_task2_4	LinIASP2025	73	54.776	63.29	93.68	69.58	67.40	51.16	63.62	51.42	54.00	49.74	54.20	53.26	59.22	58.74	61.94	54.68	65.88	50.47	48.67	66.64	69.58	36.98	51.16	44.14	51.42	43.50	49.74	52.42	53.26	63.76	58.74	49.04	54.68	46.46	50.47
	Lobanov_ITMO_task2_1	LobanovITMO2025	110	49.581	51.50	84.56	49.84	55.00	51.37	46.56	51.95	48.56	50.53	56.14	51.11	48.16	49.58	40.80	49.58	49.56	54.32	46.56	26.84	49.84	50.90	51.37	47.78	51.95	53.48	50.53	56.28	51.11	50.56	49.58	46.58	49.58	61.44	54.32
	Lobanov_ITMO_task2_2	LobanovITMO2025	98	52.526	52.41	83.66	62.26	56.88	49.89	43.02	51.74	54.82	52.89	49.76	50.42	48.32	49.74	45.80	51.21	52.68	49.16	53.28	55.14	62.26	59.16	49.89	44.68	51.74	59.78	52.89	56.64	50.42	58.38	49.74	50.26	51.21	46.92	49.16
	Qian_nivic_task2_1	Qiannivic2025	32	57.835	57.06	71.54	76.00	60.26	53.47	59.26	51.58	41.12	53.32	56.82	57.21	66.42	58.47	62.08	54.53	50.84	49.11	60.84	93.76	76.00	55.22	53.47	53.48	51.58	53.94	53.32	74.58	57.21	78.78	58.47	56.72	54.53	46.00	49.11
	Qian_nivic_task2_2	Qiannivic2025	28	58.020	58.29	78.09	56.10	60.26	53.47	59.26	51.58	41.12	53.32	61.22	61.26	68.76	64.47	62.08	54.53	50.84	49.11	60.98	87.47	56.10	55.22	53.47	53.48	51.58	53.94	53.32	76.80	61.26	83.16	64.47	56.72	54.53	46.00	49.11
	Qian_nivic_task2_3	Qiannivic2025	49	57.130	55.47	70.68	74.32	60.26	53.47	59.26	51.58	40.20	51.53	55.82	58.84	59.78	52.00	56.50	53.05	51.60	50.95	61.43	93.36	74.32	55.22	53.47	53.48	51.58	55.16	51.53	73.48	58.84	79.72	52.00	56.48	53.05	48.26	50.95
	Qian_nivic_task2_4	Qiannivic2025	39	57.666	56.93	76.71	56.10	60.26	53.47	59.26	51.58	40.20	51.53	60.26	63.37	64.60	62.26	56.50	53.05	51.60	50.95	61.53	87.33	56.10	55.22	53.47	53.48	51.58	55.16	51.53	76.10	63.37	82.92	62.26	56.48	53.05	48.26	50.95
	Wang_MYPS_task2_1	WangMYPS2025	16	59.266	56.35	68.40	72.00	58.96	50.79	61.00	53.21	38.14	49.47	62.16	51.79	91.16	85.32	63.58	53.58	40.00	52.68	65.73	96.62	72.00	56.08	50.79	56.94	53.21	61.72	49.47	68.74	51.79	97.54	85.32	58.60	53.58	55.84	52.68
	Wang_MYPS_task2_2	WangMYPS2025	20	58.804	57.22	79.57	56.10	58.96	50.79	61.00	53.21	38.14	49.47	65.58	55.16	85.55	71.87	63.58	53.58	40.00	52.68	65.51	88.05	56.10	56.08	50.79	56.94	53.21	61.72	49.47	71.72	55.16	97.54	71.87	58.60	53.58	55.84	52.68
	Wang_MYPS_task2_3	WangMYPS2025	1	61.628	61.98	71.42	77.05	63.56	51.63	60.70	52.16	65.36	53.79	64.16	54.05	90.42	79.16	63.94	54.05	39.56	52.84	65.74	92.52	77.05	64.90	51.63	55.42	52.16	59.78	53.79	74.08	54.05	90.06	79.16	61.40	54.05	50.46	52.84
	Wang_MYPS_task2_4	WangMYPS2025	4	61.042	62.86	80.21	56.10	63.56	51.63	60.70	52.16	65.36	53.79	68.56	58.47	84.76	67.89	63.94	54.05	39.56	52.84	65.74	88.13	56.10	64.90	51.63	55.42	52.16	59.78	53.79	77.20	58.47	90.08	67.89	61.40	54.05	50.46	52.84
	Emon_HDK_task2_1	EmonHDK2025	121	45.151	40.08	19.20	52.26	72.60	48.47	66.32	52.21	38.04	52.68	43.05	49.58	51.87	48.58	38.90	48.32	41.42	51.84	46.16	74.04	52.26	23.38	48.47	75.60	52.21	59.44	52.68	44.78	49.58	55.27	48.58	36.71	48.32	51.72	51.84
	Fu_CUMT_task2_1	FuCUMT2025	52	57.023	55.18	70.34	77.16	57.32	56.11	56.56	50.79	41.16	49.32	58.56	58.21	60.84	52.79	56.92	55.37	49.36	50.11	61.06	94.18	77.16	57.12	56.11	53.22	50.79	60.30	49.32	71.90	58.21	82.42	52.79	54.50	55.37	43.24	50.11
	Fu_CUMT_task2_2	FuCUMT2025	40	57.585	56.79	76.99	56.10	57.32	56.11	56.56	50.79	41.16	49.32	64.06	62.95	66.56	63.26	56.92	55.37	49.36	50.11	61.27	87.87	56.10	57.12	56.11	53.22	50.79	60.30	49.32	75.74	62.95	85.92	63.26	54.50	55.37	43.24	50.11
	Fu_CUMT_task2_3	FuCUMT2025	41	57.564	54.96	70.34	77.16	51.68	54.95	61.18	57.53	41.16	49.32	58.56	58.21	60.84	52.79	56.92	55.37	49.36	50.11	62.30	94.18	77.16	58.92	54.95	59.78	57.53	60.30	49.32	71.90	58.21	82.42	52.79	54.50	55.37	43.24	50.11
	Fu_CUMT_task2_4	FuCUMT2025	26	58.137	56.56	76.99	56.10	51.68	54.95	61.18	57.53	41.16	49.32	64.06	62.95	66.56	63.26	56.92	55.37	49.36	50.11	62.51	87.87	56.10	58.92	54.95	59.78	57.53	60.30	49.32	75.74	62.95	85.92	63.26	54.50	55.37	43.24	50.11
	Ding_HFUU_task2_1	DingHFUU2025	71	55.130	68.58	91.26	65.89	71.94	51.00	73.66	51.53	67.92	55.16	70.30	54.05	64.24	56.89	72.58	53.47	50.18	54.58	46.17	57.10	65.89	32.50	51.00	40.60	51.53	41.40	55.16	52.68	54.05	69.76	56.89	34.52	53.47	71.92	54.58
	Ding_HFUU_task2_2	DingHFUU2025	81	54.303	69.05	89.60	60.74	73.36	50.21	73.50	50.89	69.70	55.05	72.14	54.26	74.64	58.47	70.16	51.37	46.28	52.58	44.97	51.54	60.74	30.40	50.21	46.30	50.89	42.66	55.05	46.96	54.26	69.42	58.47	32.96	51.37	68.92	52.58
	Ding_HFUU_task2_3	DingHFUU2025	91	53.158	68.29	87.12	52.42	70.42	51.58	73.26	52.84	76.52	52.68	66.70	50.79	61.98	59.47	67.46	54.89	53.18	55.74	43.17	31.84	52.42	40.92	51.58	43.58	52.84	41.72	52.68	44.26	50.79	61.22	59.47	36.20	54.89	62.56	55.74
	Ding_HFUU_task2_4	DingHFUU2025	59	56.378	72.08	85.54	51.95	76.26	49.47	75.56	52.11	81.50	52.21	67.32	53.89	68.90	67.84	69.46	57.32	59.14	54.32	47.69	53.70	51.95	33.52	49.47	41.32	52.11	38.92	52.21	52.06	53.89	71.68	67.84	51.68	57.32	59.18	54.32
	Yang_NBU_task2_1	YangNBU2025	3	61.201	65.32	76.16	75.37	60.72	57.79	53.80	49.63	64.42	53.37	75.52	61.32	92.02	80.00	69.42	53.21	49.36	49.74	60.38	95.56	75.37	73.28	57.79	46.86	49.63	61.62	53.37	75.76	61.32	96.52	80.00	48.10	53.21	37.78	49.74
	Yang_NBU_task2_2	YangNBU2025	6	60.447	65.67	81.01	56.10	60.72	57.79	53.80	49.63	64.42	53.37	78.62	65.84	86.83	70.03	69.42	53.21	49.36	49.74	60.22	88.35	56.10	73.28	57.79	46.86	49.63	61.62	53.37	78.56	65.84	96.96	70.03	48.10	53.21	37.78	49.74
	Yang_NBU_task2_3	YangNBU2025	5	60.950	63.02	73.86	80.21	61.72	55.21	57.10	51.32	67.26	53.58	75.54	60.58	92.32	80.79	64.62	53.63	39.56	50.05	61.27	96.28	80.21	67.20	55.21	53.10	51.32	62.18	53.58	75.38	60.58	92.88	80.79	48.52	53.63	38.83	50.05
	Yang_NBU_task2_4	YangNBU2025	8	59.924	63.30	79.67	56.10	61.72	55.21	57.10	51.32	67.26	53.58	77.42	63.89	86.42	68.53	64.62	53.63	39.56	50.05	60.99	88.29	56.10	67.20	55.21	53.10	51.32	62.18	53.58	77.36	63.89	92.94	68.53	48.52	53.63	38.83	50.05
	Kret_CU_task2_1	KretCU2025	115	47.903	63.05	70.30	48.42	55.58	50.32	57.20	49.26	72.78	49.63	57.52	51.21	59.68	62.79	73.32	54.74	63.84	49.79	36.47	21.22	48.42	46.02	50.32	37.76	49.26	21.34	49.63	47.40	51.21	62.46	62.79	45.76	54.74	54.98	49.79
	Zheng_SJTU-AITHU_task2_1	ZhengSJTU-AITHU2025	13	59.370	60.48	88.30	79.74	64.26	58.53	54.06	47.53	54.70	55.58	64.68	54.74	64.16	51.26	71.14	57.00	42.56	52.11	62.11	94.56	79.74	72.38	58.53	50.50	47.53	60.84	55.58	57.40	54.74	66.08	51.26	57.08	57.00	55.24	52.11
	Zheng_SJTU-AITHU_task2_2	ZhengSJTU-AITHU2025	11	59.500	58.73	92.42	85.58	61.80	58.95	56.38	47.58	50.60	55.32	59.34	54.37	67.52	53.21	73.46	56.00	37.82	52.95	63.76	96.88	85.58	75.80	58.95	48.72	47.58	63.48	55.32	57.14	54.37	66.90	53.21	57.06	56.00	63.68	52.95
	Zheng_SJTU-AITHU_task2_3	ZhengSJTU-AITHU2025	15	59.314	58.30	93.54	86.79	60.72	57.89	55.56	47.42	50.42	55.05	58.00	54.68	66.50	53.21	73.58	55.89	37.92	52.74	63.79	96.94	86.79	76.88	57.89	47.56	47.42	63.50	55.05	57.68	54.68	66.56	53.21	56.04	55.89	66.18	52.74
	Zheng_SJTU-AITHU_task2_4	ZhengSJTU-AITHU2025	12	59.441	58.52	92.44	85.16	61.50	58.47	56.42	47.58	50.50	55.00	58.74	54.37	67.18	53.58	73.28	55.53	37.68	52.95	63.97	96.98	85.16	75.92	58.47	48.82	47.58	64.30	55.00	56.92	54.37	66.94	53.58	56.82	55.53	64.78	52.95
	Zhao_CUMT_task2_1	ZhaoCUMT2025	102	51.655	53.52	66.12	61.42	58.96	51.95	41.08	49.26	55.48	49.11	52.95	48.47	43.94	52.00	65.52	54.95	55.16	51.00	49.61	64.48	61.42	48.32	51.95	44.84	49.26	48.40	49.11	35.27	48.47	62.30	52.00	57.78	54.95	49.04	51.00
	Zhao_CUMT_task2_2	ZhaoCUMT2025	101	52.094	53.98	68.56	61.26	53.40	50.84	61.78	49.53	56.00	49.74	50.64	50.11	40.64	51.11	61.62	55.68	49.32	49.79	50.43	56.50	61.26	48.18	50.84	51.56	49.53	36.04	49.74	45.36	50.11	75.02	51.11	55.21	55.68	51.14	49.79
	Zhao_CUMT_task2_3	ZhaoCUMT2025	61	56.057	68.15	58.68	51.05	75.22	50.89	76.74	50.26	73.80	53.37	70.10	56.84	77.80	68.63	59.48	54.26	60.46	54.21	48.83	61.06	51.05	35.52	50.89	39.02	50.26	39.80	53.37	56.60	56.84	82.46	68.63	45.86	54.26	58.98	54.21
	Zhao_CUMT_task2_4	ZhaoCUMT2025	62	55.784	64.73	64.12	51.95	74.68	51.63	66.86	51.37	82.94	52.42	55.22	51.63	65.48	66.37	64.18	55.74	53.66	54.00	50.45	63.32	51.95	39.02	51.63	39.26	51.37	38.42	52.42	59.22	51.63	74.40	66.37	50.46	55.74	64.48	54.00
	Ozeki_MELCO_task2_1	OzekiMELCO2025	23	58.234	66.73	85.18	74.79	67.36	55.79	71.48	51.05	57.84	50.63	73.04	55.63	53.22	49.42	73.48	56.89	62.74	55.11	54.17	87.56	74.79	57.50	55.79	34.30	51.05	55.22	50.63	54.46	55.63	51.42	49.42	56.90	56.89	61.68	55.11
	Ozeki_MELCO_task2_2	OzekiMELCO2025	60	56.122	63.37	83.72	71.00	64.14	53.58	71.02	48.95	52.70	50.42	72.60	55.53	50.92	49.74	74.60	54.79	53.10	51.89	52.37	88.92	71.00	52.70	53.58	31.24	48.95	56.78	50.42	51.58	55.53	53.00	49.74	56.14	54.79	59.38	51.89
	Ozeki_MELCO_task2_3	OzekiMELCO2025	69	55.296	63.57	83.32	70.26	64.14	53.58	69.52	49.74	55.10	48.37	72.60	55.53	50.92	49.74	74.20	55.00	53.10	51.89	50.33	88.72	70.26	52.70	53.58	28.12	49.74	49.26	48.37	51.58	55.53	53.00	49.74	56.40	55.00	59.38	51.89
	Ozeki_MELCO_task2_4	OzekiMELCO2025	79	54.407	62.80	85.30	58.00	62.92	53.63	70.44	52.58	60.14	50.63	73.02	53.68	46.36	49.11	71.52	50.00	50.74	51.84	49.76	64.36	58.00	59.20	53.63	35.80	52.58	51.00	50.63	51.08	53.68	46.86	49.11	51.76	50.00	48.60	51.84
	Huang_XJU_task2_1	HuangXJU2025	25	58.141	68.60	76.72	53.63	64.98	59.37	74.72	49.21	69.64	52.79	61.63	50.42	76.74	69.32	77.02	57.68	54.92	51.00	53.26	71.48	53.63	51.00	59.37	34.26	49.21	62.14	52.79	45.10	50.42	88.36	69.32	51.58	57.68	54.16	51.00
	Huang_XJU_task2_2	HuangXJU2025	27	58.070	66.34	58.74	49.37	68.52	56.05	87.26	51.63	64.84	51.89	65.16	50.32	73.30	63.11	66.74	59.05	55.20	52.16	55.50	57.08	49.37	47.90	56.05	56.38	51.63	59.86	51.89	42.84	50.32	84.36	63.11	53.46	59.05	57.46	52.16
	Huang_XJU_task2_3	HuangXJU2025	35	57.739	67.57	72.54	52.26	68.58	56.16	75.16	49.42	62.86	51.95	67.82	49.95	74.94	65.68	73.45	58.32	52.32	54.11	53.35	67.28	52.26	50.68	56.16	36.34	49.42	63.64	51.95	43.40	49.95	88.24	65.68	48.42	58.32	58.44	54.11
	Huang_XJU_task2_4	HuangXJU2025	37	57.706	63.50	55.60	48.53	59.00	58.68	86.30	52.21	58.10	52.26	68.64	50.95	76.48	68.11	64.22	57.00	52.54	52.16	55.96	45.38	48.53	57.18	58.68	56.24	52.21	65.14	52.26	44.56	50.95	84.94	68.11	56.48	57.00	54.42	52.16
	Fujimura_NU_task2_1	FujimuraNU2025	7	59.995	75.36	99.30	65.53	74.40	61.84	72.14	52.00	67.84	53.68	76.50	58.47	74.92	68.89	79.70	57.05	66.34	51.89	51.22	64.36	65.53	74.14	61.84	38.68	52.00	61.76	53.68	51.82	58.47	95.16	68.89	44.76	57.05	30.34	51.89
	Fujimura_NU_task2_2	FujimuraNU2025	21	58.510	71.82	95.26	61.11	63.08	58.95	75.88	50.89	75.96	55.21	62.88	51.37	80.68	66.11	65.58	58.00	65.98	51.00	51.20	74.62	61.11	74.84	58.95	36.14	50.89	53.68	55.21	44.40	51.37	84.02	66.11	50.86	58.00	34.36	51.00
	Fujimura_NU_task2_3	FujimuraNU2025	14	59.343	77.44	97.86	64.68	75.36	61.89	75.86	49.58	73.60	54.95	77.20	54.95	82.80	73.05	76.84	58.16	66.64	51.53	49.19	58.18	64.68	71.74	61.89	36.22	49.58	55.72	54.95	45.60	54.95	97.36	73.05	46.42	58.16	31.04	51.53
	Fujimura_NU_task2_4	FujimuraNU2025	9	59.908	75.83	99.22	65.00	70.66	60.84	74.34	50.89	70.90	55.26	77.78	55.00	78.04	67.95	79.20	58.89	64.86	52.16	51.12	61.02	65.00	73.30	60.84	36.54	50.89	59.44	55.26	49.50	55.00	98.02	67.95	44.98	58.89	33.74	52.16
	Jiang_THUEE_task2_1	JiangTHUEE2025	19	58.892	58.01	93.42	86.37	58.90	56.95	55.24	47.53	50.40	54.68	56.34	53.95	66.70	53.79	72.28	55.79	38.90	52.47	62.97	96.96	86.37	77.58	56.95	47.58	47.53	63.72	54.68	55.38	53.95	65.70	53.79	54.80	55.79	64.10	52.47
	Jiang_THUEE_task2_2	JiangTHUEE2025	10	59.793	59.48	92.46	86.21	60.50	58.26	57.46	47.37	50.80	55.89	61.60	54.68	68.98	56.89	73.98	56.37	38.72	51.47	63.45	97.64	86.21	77.48	58.26	48.60	47.37	59.42	55.89	57.80	54.68	71.30	56.89	57.42	56.37	59.58	51.47
	Jiang_THUEE_task2_3	JiangTHUEE2025	18	59.074	58.13	93.56	87.11	58.22	56.00	56.56	47.42	50.00	56.16	59.14	54.37	68.18	54.53	73.52	56.00	37.16	51.84	63.23	96.98	87.11	78.84	56.00	48.08	47.42	60.26	56.16	55.30	54.37	68.64	54.53	56.78	56.00	63.00	51.84
	Jiang_THUEE_task2_4	JiangTHUEE2025	17	59.156	58.13	93.94	87.58	57.02	56.32	56.26	47.37	49.82	55.63	59.18	54.21	68.40	55.68	73.82	55.74	37.68	52.21	63.33	97.68	87.58	79.42	56.32	47.88	47.37	59.48	55.63	56.46	54.21	70.16	55.68	55.80	55.74	62.88	52.21
	Bian_TGU_task2_1	BianTGU2025	119	46.576	40.69	42.08	50.21	37.36	49.47	41.96	48.63	28.78	48.37	44.62	51.05	46.16	48.68	45.76	52.42	46.32	50.95	50.48	54.04	50.21	64.12	49.47	46.72	48.63	62.08	48.37	45.42	51.05	48.96	48.68	51.96	52.42	39.74	50.95
	Bian_TGU_task2_2	BianTGU2025	116	47.851	48.64	41.56	49.00	68.62	50.32	51.56	51.42	47.92	49.16	46.56	50.95	45.12	52.53	51.96	49.74	44.08	49.05	44.98	41.82	49.00	28.22	50.32	46.70	51.42	51.86	49.16	52.90	50.95	51.24	52.53	54.86	49.74	47.24	49.05
	Bian_TGU_task2_3	BianTGU2025	104	51.417	52.23	44.06	49.79	57.54	50.89	53.98	51.05	58.20	51.63	49.02	48.16	52.72	51.84	53.10	51.68	52.16	51.53	51.24	44.44	49.79	52.92	50.89	45.30	51.05	56.52	51.63	43.98	48.16	62.92	51.84	51.82	51.68	58.76	51.53
	Bian_TGU_task2_4	BianTGU2025	120	46.193	50.08	45.74	49.79	76.74	49.58	46.58	47.58	62.70	49.74	44.14	48.95	44.78	50.11	45.98	52.16	48.28	49.26	40.29	52.94	49.79	24.74	49.58	33.92	47.58	40.04	49.74	45.62	48.95	46.98	50.11	47.50	52.16	48.70	49.26
	Sera_TMU_task2_1	SeraTMU2025	57	56.568	72.13	62.84	52.00	77.24	54.05	84.42	53.21	65.50	50.58	76.16	49.47	77.90	67.21	77.70	55.74	62.10	51.32	48.62	53.30	52.00	40.02	54.05	47.66	53.21	42.98	50.58	36.24	49.47	89.72	67.21	48.42	55.74	58.30	51.32
	Kim_DAU_task2_1	KimDAU2025	113	48.537	44.94	63.84	52.00	34.26	49.79	60.14	51.95	31.98	49.74	47.44	50.74	39.70	49.95	51.30	48.84	51.24	49.58	50.83	78.06	52.00	63.10	49.79	55.02	51.95	44.96	49.74	41.22	50.74	54.16	49.95	34.90	48.84	59.02	49.58
	Kim_DAU_task2_2	KimDAU2025	111	48.966	50.52	63.80	49.16	37.92	50.84	45.90	49.89	60.62	56.05	49.96	50.11	46.02	51.95	52.14	48.11	58.44	50.37	45.97	55.08	49.16	53.08	50.84	35.54	49.89	55.16	56.05	45.44	50.11	54.66	51.95	39.70	48.11	39.56	50.37
	Wang_UniS_task2_1	WangUniS2025	34	57.754	62.96	85.42	72.84	69.62	55.00	73.40	51.26	52.36	54.11	75.38	53.05	47.24	52.84	79.32	57.63	47.10	53.84	55.21	87.80	72.84	50.72	55.00	38.62	51.26	72.66	54.11	42.46	53.05	75.44	52.84	53.46	57.63	53.72	53.84
	Wang_UniS_task2_2	WangUniS2025	46	57.261	64.46	84.00	69.79	71.52	56.63	73.72	51.53	52.72	55.58	76.90	53.05	49.66	51.63	80.42	57.37	49.74	52.63	52.98	85.38	69.79	49.80	56.63	36.56	51.53	72.24	55.58	42.40	53.05	72.90	51.63	53.10	57.37	45.72	52.63
	Wang_UniS_task2_3	WangUniS2025	53	56.975	59.99	90.14	63.47	55.16	55.58	60.92	50.05	51.12	53.89	61.86	48.84	63.14	62.42	78.86	57.63	42.62	50.16	56.41	71.32	63.47	67.34	55.58	42.16	50.05	60.96	53.89	44.10	48.84	68.94	62.42	49.18	57.63	65.28	50.16
	Wang_UniS_task2_4	WangUniS2025	90	53.190	59.95	80.74	70.11	66.28	51.63	62.00	52.53	62.94	51.68	61.64	52.68	39.64	47.37	72.38	52.68	53.50	53.16	47.66	55.94	70.11	42.64	51.63	40.16	52.53	31.18	51.68	48.88	52.68	93.32	47.37	44.16	52.68	63.54	53.16
	Guan_HEU_task2_1	GuanHEU2025	22	58.253	72.85	84.14	59.53	68.38	53.63	75.56	49.58	69.48	50.74	77.48	56.11	81.90	77.26	80.50	61.79	55.12	51.89	49.80	61.12	59.53	46.72	53.63	33.64	49.58	38.30	50.74	51.44	56.11	99.82	77.26	50.66	61.79	56.08	51.89
	Guan_HEU_task2_2	GuanHEU2025	48	57.211	72.14	76.94	53.37	68.16	52.95	75.44	50.11	70.02	50.42	77.72	56.00	80.90	75.42	79.62	61.32	55.86	52.11	48.61	55.34	53.37	45.58	52.95	32.70	50.11	37.24	50.42	50.80	56.00	99.02	75.42	51.28	61.32	56.04	52.11
	Guan_HEU_task2_3	GuanHEU2025	117	47.504	64.26	95.46	49.42	74.84	52.11	65.78	49.47	56.56	55.63	54.20	49.84	62.94	56.74	79.76	50.05	47.84	50.00	35.49	20.84	49.42	29.20	52.11	27.34	49.47	65.42	55.63	44.34	49.84	71.56	56.74	32.16	50.05	42.16	50.00
	Guan_HEU_task2_4	GuanHEU2025	68	55.318	73.02	86.20	50.00	73.54	54.53	74.90	49.74	69.48	52.26	76.72	55.63	80.22	72.84	81.40	59.11	53.10	51.26	44.80	42.62	50.00	39.32	54.53	28.34	49.74	43.28	52.26	48.94	55.63	99.14	72.84	46.12	59.11	52.36	51.26
	Kim_AISTAT_task2_1	KimAISTAT2025	31	57.845	60.99	87.08	77.47	41.18	54.74	78.96	55.47	78.58	61.32	65.24	51.11	54.90	52.00	82.02	55.68	41.20	50.47	56.48	93.06	77.47	82.48	54.74	37.54	55.47	63.20	61.32	41.52	51.11	64.20	52.00	53.02	55.68	56.18	50.47
	Kim_AISTAT_task2_2	KimAISTAT2025	33	57.808	60.92	87.80	78.37	40.74	54.58	78.80	55.32	78.14	61.53	64.88	50.84	55.28	51.47	81.96	54.95	41.34	51.00	56.52	93.44	78.37	82.22	54.58	37.48	55.32	63.36	61.53	41.54	50.84	64.22	51.47	53.32	54.95	56.16	51.00
	Kim_AISTAT_task2_3	KimAISTAT2025	36	57.733	60.94	89.16	78.05	40.84	54.05	78.82	55.00	76.72	61.32	64.44	51.21	55.38	50.84	81.40	54.47	41.66	51.16	56.53	93.22	78.05	81.84	54.05	37.34	55.00	63.36	61.32	41.86	51.21	65.28	50.84	52.44	54.47	56.40	51.16
	Kim_AISTAT_task2_4	KimAISTAT2025	29	57.955	61.27	87.90	77.47	41.46	54.53	79.32	55.32	78.10	61.53	65.44	51.63	55.54	51.58	81.64	55.79	41.46	50.47	56.54	92.64	77.47	82.18	54.53	37.54	55.32	63.16	61.53	42.30	51.63	65.16	51.58	52.18	55.79	55.88	50.47

System characteristics

Summary of the submitted system characteristics.

Rank	Submission Code	Technical Report	Classifier	System Complexity	Acoustic Feature	Data Augmentation	Decision Making	System Embeddings	Subsystem Conut	External Data Usage	Front End System
58	DCASE2025_baseline_task2_MAHALA	DCASE2025baseline2025	AE		log-mel energies
77	DCASE2025_baseline_task2_MSE	DCASE2025baseline2025	AE		log-mel energies
100	Zhou_XJU_task2_1	ZhouXJU2025	KNN, Arcface		log-mel spectrogram	specaug		BEATs		BEATs
94	Zhou_XJU_task2_2	ZhouXJU2025	KNN, Arcface		log-mel spectrogram	specaug		BEATs		BEATs
96	Zhou_XJU_task2_3	ZhouXJU2025	KNN, Arcface		log-mel spectrogram	specaug		BEATs		BEATs
93	Zhou_XJU_task2_4	ZhouXJU2025	KNN, Arcface		log-mel spectrogram	specaug		BEATs		BEATs
45	Cai_NCUT_task2_1	CaiNCUT2025	EAT		log-mel energies
83	Cai_NCUT_task2_2	CaiNCUT2025	AE		log-mel energies			EAT
42	Cai_NCUT_task2_3	CaiNCUT2025	ensemble		log-mel energies			EAT, M2D
84	Saengthong_SCITOK_task2_1	SaengthongSCITOK2025	ensemble		log-mel energies		average		5
2	Saengthong_SCITOK_task2_2	SaengthongSCITOK2025	ensemble		log-mel energies		average		5
56	Saengthong_SCITOK_task2_3	SaengthongSCITOK2025	ensemble		log-mel energies		average	BEATs, M2D-CLAP, EAT, SSLAM, CED	5
80	Saengthong_SCITOK_task2_4	SaengthongSCITOK2025	ensemble		log-mel energies
88	Zhang_DKU_task2_1	ZhangDKU2025	transformer, AE		raw waveform	noise augmentation				simulation of attribute labels, pre-trained model
70	Zhang_DKU_task2_2	ZhangDKU2025	transformer, AE, ensemble		log-mel energies, raw waveform	noise augmentation, spectral augmentation	average	BEATs	3	simulation of attribute labels, pre-trained model
92	Zhang_DKU_task2_3	ZhangDKU2025	transformer, AE, ensemble		log-mel energies, raw waveform	noise augmentation, spectral augmentation	average	BEATs	2	simulation of attribute labels, pre-trained model
63	Zhang_DKU_task2_4	ZhangDKU2025	transformer, AE, ensemble		log-mel energies, raw waveform	noise augmentation, spectral augmentation	average	BEATs	2	simulation of attribute labels, pre-trained model
66	WT_IACAS_task2_1	WTIACAS2025	ResNet, ensemble		log-mel energies			BEATs, EAT, SSLAM
44	WT_IACAS_task2_2	WTIACAS2025	ResNet, ensemble		log-mel energies			BEATs, EAT, SSLAM
86	WT_IACAS_task2_3	WTIACAS2025	ResNet, ensemble		log-mel energies			BEATs, EAT, SSLAM
76	WT_IACAS_task2_4	WTIACAS2025	ResNet, ensemble		log-mel energies			BEATs, EAT, SSLAM
24	Zhou_XAUAT_task2_1	ZhouXAUAT2025	AE, KNN		log-mel energies	mixup, specaug, smote
43	Zhou_XAUAT_task2_2	ZhouXAUAT2025	AE, KNN		log-mel energies	mixup, specaug, smote
95	Zhou_XAUAT_task2_3	ZhouXAUAT2025	AE, LOF		log-mel energies	mixup, specaug, smote
50	Zhou_XAUAT_task2_4	ZhouXAUAT2025	AE, KNN		log-mel energies	mixup, specaug
54	Zhong_USTC_task2_1	ZhongUSTC2025	KNN		log-mel energies	mixup, addnoise	average		2	embeddings, pre-trained model	sound separation
51	Zhong_USTC_task2_2	ZhongUSTC2025	KNN		log-mel energies	mixup, addnoise	average		2	embeddings, pre-trained model	sound separation
38	Zhong_USTC_task2_3	ZhongUSTC2025	KNN		log-mel energies	mixup, addnoise	average		2	embeddings, pre-trained model	sound separation
30	Zhong_USTC_task2_4	ZhongUSTC2025	KNN		log-mel energies	mixup, addnoise	average		2	embeddings, pre-trained model	sound separation
109	Vijayyan_SNUC_task2_1	VijayyanSNUC2025	contrastive learning		log-mel energies	RandomResizedCrop, RandomHorizontalFlip, ColorJitter, RandomGrayscale
97	CHUNG_KUCAU_task2_1	CHUNGKUCAU2025	pre-trained model, KNN		log mel spectrogram			BEATs			zero padding or truncated to 10 seconds
65	CHUNG_KUCAU_task2_2	CHUNGKUCAU2025	pre-trained model, KNN		log mel spectrogram			BEATs			zero padding or truncated to 10 seconds
72	CHUNG_KUCAU_task2_3	CHUNGKUCAU2025	pre-trained model, KNN		log mel spectrogram			BEATs			zero padding or truncated to 10 seconds
47	CHUNG_KUCAU_task2_4	CHUNGKUCAU2025	pre-trained model, KNN		log mel spectrogram			BEATs			zero padding or truncated to 10 seconds
112	Dung_CNTT1PTIT_task2_1	DungCNTT1PTIT2025	CNN, Ensemble		FFT, Magnitude Spectrogram	Mixup, SpecAugment, Random Crop/Padding	average		2
103	Zhang_NWPU_task2_1	ZhangNWPU2025	transformer, knn, normalizing flow, ensemble		fbank	SMOTE	weighted average	BEATs, EAT	6	pre-trained model
67	Zhang_NWPU_task2_2	ZhangNWPU2025	transformer, knn, normalizing flow, ensemble		fbank	SMOTE	weighted average	BEATs, EAT	6	pre-trained model
75	Zhang_NWPU_task2_3	ZhangNWPU2025	transformer, knn, normalizing flow, ensemble		fbank	SMOTE	weighted average	BEATs, EAT	6	pre-trained model
82	Zhang_NWPU_task2_4	ZhangNWPU2025	transformer, knn, normalizing flow, ensemble		fbank	SMOTE	weighted average	BEATs, EAT	6	pre-trained model
118	Chao_BUCT_task2_1	ChaoBUCT2025	CNN		STFT,FFT	mixup	average				zero-padding
114	Chao_BUCT_task2_2	ChaoBUCT2025	CNN		STFT,FFT	mixup	average				zero-padding
108	Chao_BUCT_task2_3	ChaoBUCT2025	Attention, CNN, AE		STFT	mixup
89	Li_XJTLU_task2_1	LiXJTLU2025	KNN		raw waveform	mixup	average	BEATs
87	Li_XJTLU_task2_2	LiXJTLU2025	KNN		raw waveform	mixup	average	BEATs
106	Li_XJTLU_task2_3	LiXJTLU2025	KNN		raw waveform	mixup	average	BEATs
99	Li_XJTLU_task2_4	LiXJTLU2025	KNN		raw waveform	mixup	average	BEATs
107	Wang_ZJU_task2_1	WangZJU2025	AE, CNN, BiGRU, BEATs		log-mel energies
64	Wang_ZJU_task2_2	WangZJU2025	AE, CNN, BiGRU, BEATs		log-mel energies
85	Wang_ZJU_task2_3	WangZJU2025	AE, CNN, BiGRU, BEATs		log-mel energies
55	Wang_ZJU_task2_4	WangZJU2025	AE, CNN, BiGRU, BEATs		log-mel energies
105	Lin_IASP_task2_1	LinIASP2025	AE		log-mel energies
78	Lin_IASP_task2_2	LinIASP2025	AE		log-mel energies
74	Lin_IASP_task2_3	LinIASP2025	AE		log-mel energies
73	Lin_IASP_task2_4	LinIASP2025	AE		log-mel energies			HTS-AT		pre-trained model
110	Lobanov_ITMO_task2_1	LobanovITMO2025	AE		spectrogram						SVD
98	Lobanov_ITMO_task2_2	LobanovITMO2025	AE		spectrogram						SVD
32	Qian_nivic_task2_1	Qiannivic2025	KNN		log-mel energies, spectrogram	mixup
28	Qian_nivic_task2_2	Qiannivic2025	KNN		log-mel energies, spectrogram	mixup
49	Qian_nivic_task2_3	Qiannivic2025	KNN		log-mel energies, spectrogram	mixup
39	Qian_nivic_task2_4	Qiannivic2025	KNN		log-mel energies, spectrogram	mixup
16	Wang_MYPS_task2_1	WangMYPS2025	EAT		log-mel energies
20	Wang_MYPS_task2_2	WangMYPS2025	EAT		log-mel energies
1	Wang_MYPS_task2_3	WangMYPS2025	EAT		log-mel energies
4	Wang_MYPS_task2_4	WangMYPS2025	EAT		log-mel energies
121	Emon_HDK_task2_1	EmonHDK2025	AE, GRL, Deep SVDD		log-mel energies	Synthetic Anomaly Augmentation, noise bursts, frequency shifts
52	Fu_CUMT_task2_1	FuCUMT2025	KNN		log-mel energies		minmum				sound separation
40	Fu_CUMT_task2_2	FuCUMT2025	KNN		log-mel energies		minmum				sound separation
41	Fu_CUMT_task2_3	FuCUMT2025	KNN		log-mel energies		minmum				sound separation
26	Fu_CUMT_task2_4	FuCUMT2025	KNN		log-mel energies		minmum				sound separation
71	Ding_HFUU_task2_1	DingHFUU2025	VQ-VAE, PixelSNAIL		log-mel energies		average		2
81	Ding_HFUU_task2_2	DingHFUU2025	VQ-VAE, PixelSNAIL		log-mel energies		average		2		HPSS
91	Ding_HFUU_task2_3	DingHFUU2025	AE		log-mel energies
59	Ding_HFUU_task2_4	DingHFUU2025	normalizing flow		log-mel energies	mixup
3	Yang_NBU_task2_1	YangNBU2025	AE		log-mel energies
6	Yang_NBU_task2_2	YangNBU2025	AE		log-mel energies
5	Yang_NBU_task2_3	YangNBU2025	AE		log-mel energies
8	Yang_NBU_task2_4	YangNBU2025	AE		log-mel energies
115	Kret_CU_task2_1	KretCU2025	k-NN		raw waveform	none		HuBERT		pre-trained model
13	Zheng_SJTU-AITHU_task2_1	ZhengSJTU-AITHU2025	pre-trained models, ensemble		fbank	specaug, add noise	median		36	Audioset, Freesound, MTG-Jamendo, Music4all, BEATs, EAT
11	Zheng_SJTU-AITHU_task2_2	ZhengSJTU-AITHU2025	pre-trained models, ensemble		STFT, fbank	specaug, add noise	median		51	Audioset, Freesound, MTG-Jamendo, Music4all, BEATs, EAT
15	Zheng_SJTU-AITHU_task2_3	ZhengSJTU-AITHU2025	pre-trained models, ensemble		STFT, fbank	specaug, add noise	median		21	Audioset, Freesound, MTG-Jamendo, Music4all, BEATs, EAT
12	Zheng_SJTU-AITHU_task2_4	ZhengSJTU-AITHU2025	pre-trained models, ensemble		STFT, fbank	specaug, add noise	median		21	Audioset, Freesound, MTG-Jamendo, Music4all, BEATs, EAT
102	Zhao_CUMT_task2_1	ZhaoCUMT2025	MobileFaceNet		log-mel energies	specaug		BEATs
101	Zhao_CUMT_task2_2	ZhaoCUMT2025	MobileFaceNet		log-mel energies	specaug		BEATs
61	Zhao_CUMT_task2_3	ZhaoCUMT2025	AENet		log-mel energies			BEATs
62	Zhao_CUMT_task2_4	ZhaoCUMT2025	AENet		log-mel energies			BEATs
23	Ozeki_MELCO_task2_1	OzekiMELCO2025	Contrastive learning based on the SimSiam framework, kNN		Mel spectrogram	Gain adjustment, Polarity Inversion, Pitch Shifting, Time Stretching, Additive Background Noise		CED		pre-trained model, embeddings, data augmentation	Normalization, Patchification
60	Ozeki_MELCO_task2_2	OzekiMELCO2025	Contrastive learning based on the SimSiam framework, kNN		Mel spectrogram	Gain adjustment, Polarity Inversion, Pitch Shifting, Time Stretching, Additive Background Noise		CED		pre-trained model, embeddings, data augmentation	Normalization, Patchification
69	Ozeki_MELCO_task2_3	OzekiMELCO2025	Contrastive learning based on the SimSiam framework, kNN		Mel spectrogram	Gain adjustment, Polarity Inversion, Pitch Shifting, Time Stretching, Additive Background Noise		CED		pre-trained model, embeddings, data augmentation	Normalization, Patchification
79	Ozeki_MELCO_task2_4	OzekiMELCO2025	Contrastive learning based on the SimSiam framework, kNN		Mel spectrogram	Gain adjustment, Polarity Inversion, Pitch Shifting, Time Stretching, Additive Background Noise		CED		pre-trained model, embeddings, data augmentation	Normalization, Patchification
25	Huang_XJU_task2_1	HuangXJU2025	CNN		log-mel energies, spectrum	mixup, specaug	maximum	BEATs		pre-trained model
27	Huang_XJU_task2_2	HuangXJU2025	CNN		log-mel energies, spectrum	mixup, specaug	maximum	EAT		pre-trained model
35	Huang_XJU_task2_3	HuangXJU2025	CNN		log-mel energies, spectrum	mixup, specaug	maximum	BEATs, EAT		pre-trained model
37	Huang_XJU_task2_4	HuangXJU2025	CNN		log-mel energies, spectrum	mixup, specaug	maximum	BEATs, EAT		pre-trained model
7	Fujimura_NU_task2_1	FujimuraNU2025	CNN		spectrogram, spectrum	mixup	maximum	BEATs, EAT, SSLAM	32	pre-trained model, training of enhancement model	DNN-based Enhancement
21	Fujimura_NU_task2_2	FujimuraNU2025	CNN		spectrogram, spectrum	mixup	maximum	BEATs, EAT, SSLAM	19	pre-trained model, training of enhancement model	DNN-based Enhancement
14	Fujimura_NU_task2_3	FujimuraNU2025	CNN		spectrogram, spectrum	mixup	maximum	BEATs, EAT, SSLAM	51	pre-trained model, training of enhancement model	DNN-based Enhancement
9	Fujimura_NU_task2_4	FujimuraNU2025	CNN		spectrogram, spectrum	mixup	maximum	BEATs, EAT, SSLAM	67	pre-trained model, training of enhancement model	DNN-based Enhancement
19	Jiang_THUEE_task2_1	JiangTHUEE2025	pre-trained models, ensemble		STFT, fbank	specaug	median		15	Audioset, Freesound, MTG-Jamendo, Music4all, BEATs, EAT
10	Jiang_THUEE_task2_2	JiangTHUEE2025	pre-trained models, diffusion, ensemble		STFT, fbank	specaug	median		74	Audioset, Freesound, MTG-Jamendo, Music4all, BEATs, EAT, Tangoflux
18	Jiang_THUEE_task2_3	JiangTHUEE2025	pre-trained models, diffusion, ensemble		STFT, fbank	specaug	median		34	Audioset, Freesound, MTG-Jamendo, Music4all, BEATs, EAT
17	Jiang_THUEE_task2_4	JiangTHUEE2025	pre-trained models, diffusion, ensemble		STFT, fbank	specaug	median		38	Audioset, Freesound, MTG-Jamendo, Music4all, BEATs, EAT, Tangoflux
119	Bian_TGU_task2_1	BianTGU2025	MAE		log-mel spectrogram	mixup
116	Bian_TGU_task2_2	BianTGU2025	MAE		log-mel spectrogram	mixup
104	Bian_TGU_task2_3	BianTGU2025	MAE		log-mel spectrogram	mixup
120	Bian_TGU_task2_4	BianTGU2025	MAE		log-mel spectrogram	mixup
57	Sera_TMU_task2_1	SeraTMU2025	ArcFace, Multi-task learning		log-mel energies			BEATs
113	Kim_DAU_task2_1	KimDAU2025	VAE, Gradient adcent, CNN		STFT
111	Kim_DAU_task2_2	KimDAU2025	LDM, AE		Linear Spectrogram	Tango, Audio Flamingo 2				Tango, Audio Flamingo 2, LAION-CLAP
34	Wang_UniS_task2_1	WangUniS2025	k-means		log-mel energies	mixup, specaug		BEATs
46	Wang_UniS_task2_2	WangUniS2025	k-means		log-mel energies	mixup, specaug		BEATs
53	Wang_UniS_task2_3	WangUniS2025	k-means		log-mel energies	mixup, specaug		Dasheng
90	Wang_UniS_task2_4	WangUniS2025	k-means		log-mel energies	mixup
22	Guan_HEU_task2_1	GuanHEU2025	KNN		log-mel energies
48	Guan_HEU_task2_2	GuanHEU2025	KNN		log-mel energies
117	Guan_HEU_task2_3	GuanHEU2025	KNN		log-mel energies
68	Guan_HEU_task2_4	GuanHEU2025	KNN		log-mel energies
31	Kim_AISTAT_task2_1	KimAISTAT2025	k-means		log-mel spectrogram	specaug	weighted average	BEATs, EAT	6	pre-training
33	Kim_AISTAT_task2_2	KimAISTAT2025	k-means		log-mel spectrogram	specaug	weighted average	BEATs, EAT	6	pre-training
36	Kim_AISTAT_task2_3	KimAISTAT2025	k-means		log-mel spectrogram	specaug	weighted average	BEATs, EAT	6	pre-training
29	Kim_AISTAT_task2_4	KimAISTAT2025	k-means		log-mel spectrogram	specaug	weighted average	BEATs, EAT	6	pre-training

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