Task description

The goal of this task is to identify whether a machine is normal or anomalous using only normal sound data under domain shifted conditions. Our task in 2023 was also focused on the first-shot problem and domain generalization, which was realized by providing completely different machine types for the development and evaluation dataset with additional attribute information (such as the machine operation speed) attached to them. Our task in 2024 will also be held with the development and evaluation dataset having different machine types, whereas for the evaluation dataset, the machine types will be new ones not seen in our previous tasks. In addition, we will conceal additional attribute information for at least one machine type in the development dataset, which also mimics some real-world situations. The participants are expected to develop techniques that can be useful for solving the first-shot problem and train models robust to 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	3DPrinter (AUC)	3DPrinter (pAUC)	AirCompressor (AUC)	AirCompressor (pAUC)	BrushlessMotor (AUC)	BrushlessMotor (pAUC)	HairDryer (AUC)	HairDryer (pAUC)	HoveringDrone (AUC)	HoveringDrone (pAUC)	RoboticArm (AUC)	RoboticArm (pAUC)	Scanner (AUC)	Scanner (pAUC)	ToothBrush (AUC)	ToothBrush (pAUC)	ToyCircuit (AUC)	ToyCircuit (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)
	DCASE2024_baseline_task2_MSE	DCASE2024baseline2024	39	56.50830191796572 ± 0.001050516938082758	59.72	49.42	55.38	55.47	66.92	55.58	52.89	51.63	58.11	50.21	50.96	51.16	60.48	50.11	72.15	52.74	62.41	50.00	50.37	48.77	61.77	47.95	61.70	57.58	61.47	57.53	69.87	55.65	61.26	51.77	48.66	52.42
	Wilkinghoff_FKIE_task2_1	WilkinghoffFKIE2024	62	52.46265926819839 ± 0.0010707667655151189	67.11	58.74	53.56	48.63	47.76	50.68	57.02	56.32	43.14	53.26	67.81	58.11	58.67	49.16	41.68	52.00	48.59	48.00	50.45	49.40	60.65	53.50	68.60	58.80	75.10	59.50	72.55	54.80	86.25	65.60	77.30	68.30
	Fujimura_NU_task2_1	FujimuraNU2024	26	58.89866752033418 ± 0.001041273079131894	73.17	59.79	60.48	49.05	56.59	50.53	65.50	52.68	66.39	53.16	70.58	57.68	60.86	50.37	71.18	56.11	47.10	48.68	54.41	49.84	75.94	59.74	75.75	61.16	63.17	56.68	72.28	54.53	93.24	80.37	78.61	69.16
	Zhao_CUMT_task2_1	ZhaoCUMT2024	9	61.96515488201288 ± 0.0011914958305639057	54.91	51.37	63.75	60.16	78.63	61.05	64.81	54.53	74.05	53.21	71.06	53.26	78.57	63.24	55.76	50.16	63.81	50.79	54.88	48.32	56.47	48.58	53.41	58.79	65.01	56.79	77.39	58.21	77.03	54.42	52.78	50.05
	Wang_USTC_task2_1	WangUSTC2024	19	59.683659221054455 ± 0.0011407300964302418	54.82	51.37	63.64	60.16	61.90	50.24	64.81	54.53	74.06	53.21	71.07	53.26	71.53	51.21	55.88	50.16	63.80	50.79	60.14	49.91	70.44	55.14	70.78	59.75	59.67	57.30	67.09	52.13	72.33	54.91	80.04	67.37
	Lee_KNU_task2_3	LeeKNU2024	73	50.31619240957195 ± 0.0009955894014041765	54.53	49.68	54.53	48.11	63.57	50.95	40.12	49.74	43.15	49.00	43.09	51.05	64.12	49.32	53.45	55.16	47.89	50.63	45.40	49.26	69.42	53.75	66.54	56.16	59.48	52.16	63.74	51.63	63.06	51.21	45.16	48.26
	Qian_NIVIC_task2_1	QianNIVIC2024	14	60.49793602398476 ± 0.0011415310840067227	54.91	51.37	63.64	60.16	73.40	53.00	64.80	54.53	74.16	53.21	71.08	53.26	71.53	51.21	55.78	50.16	63.70	50.79	59.21	49.42	68.92	54.84	69.78	58.47	58.80	56.37	68.15	52.84	71.22	54.89	78.94	66.74
	Jiang_CUP_task2_2	JiangCUP2024	80	49.54166350875297 ± 0.0009707659088424591	55.62	53.32	49.99	48.68	51.88	49.53	54.41	49.32	42.47	48.21	50.59	51.00	51.49	48.32	46.74	49.37	45.96	47.89	47.96	48.63	46.36	51.26	62.98	53.73	62.88	55.73	70.42	54.15	90.34	69.52	82.16	67.10
	Jiang_THUEE_task2_1	JiangTHUEE2024	4	65.36869889765188 ± 0.001185491785330456	64.77	53.53	68.31	53.37	67.82	53.79	69.81	54.63	73.21	57.74	72.70	57.16	93.07	76.89	67.46	54.89	67.72	52.95	62.68	51.05	71.04	58.53	71.66	57.21	63.46	58.26	76.87	61.79	89.51	65.68	81.54	68.00
	Lv_AITHU_task2_4	LvAITHU2024	1	66.24102452310362 ± 0.0011854991900309608	68.07	56.11	64.88	50.84	69.26	54.05	73.14	54.79	74.73	56.84	72.89	54.58	94.89	79.26	72.35	59.74	67.69	52.11	63.45	48.63	70.37	57.68	73.39	62.11	65.41	60.05	76.93	62.63	88.50	61.53	81.93	64.68
	Yin_Midea_task2_2	YinMidea2024	63	52.23563242136593 ± 0.0010200734060762124	62.26	50.68	53.81	48.32	51.02	51.21	61.81	51.95	46.85	54.42	67.66	60.21	51.86	48.79	45.61	48.79	42.77	51.47	50.78	50.53	66.56	58.16	70.36	54.42	63.22	56.16	75.26	53.63	91.94	73.68	76.76	63.84
	Perez_UPV_task2_1	PerezUPV2024	85	48.98393318219933 ± 0.0009685037559411823	53.60	51.13	47.61	49.16	50.71	49.74	40.66	48.23	41.77	49.83	49.17	49.66	49.54	50.01	44.25	51.63	65.35	54.98	56.24		56.06		69.02		66.19		60.71		59.84		59.00
	Wu_IACAS_task2_3	WuIACAS2024	47	54.16899844515759 ± 0.001057108336360687	61.69	53.47	55.90	48.47	52.08	51.21	53.71	48.63	52.53	51.95	66.58	55.00	66.90	49.68	43.65	50.89	60.10	47.89	49.46	48.63	64.08	53.84	69.84	59.47	62.61	55.42	77.56	60.00	93.80	73.21	75.92	64.36
	Li_SMALLRICE_task2_3	LiSMALLRICE2024	53	53.81856456562342 ± 0.0011243926792786517	51.46	50.00	49.04	48.37	54.65	53.74	55.68	49.11	45.79	53.63	65.34	50.16	93.89	74.63	40.74	51.16	56.53	54.68	55.64	49.21	66.26	53.53	66.68	55.42	65.74	57.84	77.52	59.16	69.82	51.47	77.02	65.21
	Huang_Xju_task2_1	HuangXju2024	46	54.38612240957236 ± 0.001005392973156531	54.05	49.84	58.72	58.63	67.92	52.21	53.68	48.53	57.09	55.00	45.11	50.16	54.60	49.79	62.31	52.89	55.06	49.32	49.89	50.57	49.98	47.68	54.82	59.31	61.59	52.26	73.29	51.94	70.10	48.21	52.55	51.68
	Guo_BIT_task2_3	GuoBIT2024	48	54.084345600639494 ± 0.0010037944335590143	65.66	51.26	59.86	53.84	57.17	50.47	59.52	55.32	52.75	56.79	52.10	52.32	54.94	48.42	53.79	50.16	46.16	49.32	48.16	51.58	59.22	49.16	55.92	59.11	55.92	50.84	81.31	57.79	78.01	58.32	49.28	51.11
	Wan_HFUU_task2_1	WanHFUU2024	37	56.95741891894512 ± 0.0010154269725155024	62.30	51.63	63.32	51.53	55.72	53.58	55.58	51.26	50.91	55.16	60.41	55.63	64.45	51.89	61.04	53.84	65.54	47.89	51.10	49.20	70.44	52.57	64.40	57.57	62.80	55.42	75.68	54.31	91.74	70.84	76.82	63.21
	Kong_IMECAS_task2_2	KongIMECAS2024	40	56.50382577391263 ± 0.0009983711243153732	55.91	51.16	64.26	60.68	77.64	60.16	59.36	52.05	53.65	53.95	51.42	51.05	52.16	48.47	65.65	53.84	54.09	49.16	49.86	51.21	50.65	47.89	54.30	58.95	60.62	52.05	77.56	54.79	77.83	48.84	52.46	50.74
	Hai_SCU_task2_1	HaiSCU2024	72	50.34153796416583 ± 0.0010155482504932121	57.31	51.00	41.57	47.84	65.33	57.16	54.01	54.53	41.13	47.84	57.91	55.74	49.20	48.58	46.77	49.53	46.16	50.53	49.64	51.21	54.78	48.78	66.57	60.36	51.51	48.95	62.52	50.47	63.18	48.89	51.29	50.94
	Kim_DAU_task2_1	KimDAU2024	71	50.433236408626016 ± 0.0010116627475769257	69.05	52.05	46.70	48.32	50.78	49.68	49.59	49.63	57.53	54.21	51.58	50.11	45.57	49.05	46.63	49.42	45.13	50.00	66.83	66.65	62.39	53.43	80.15	70.95	75.95	75.95	73.51	72.32	79.72	71.36	78.03	72.48
	Bian_NR_task2_2	BianNR2024	74	50.30296617352682 ± 0.0009936159397799474	59.33	62.84	52.88	49.74	58.74	51.74	43.64	48.89	51.73	51.68	51.21	50.53	52.51	49.00	38.20	49.95	47.03	51.84	42.45	51.05	61.04	52.63	61.91	56.95	54.52	50.00	54.82	51.63	49.69	50.58	48.06	49.26
	Gleichmann_TNT_task2_1	GleichmannTNT2024	93	45.314372753290186 ± 0.0009577819435369494	49.30	49.37	49.06	49.26	48.12	48.63	33.24	48.32	29.82	50.42	48.21	53.37	48.73	50.37	40.46	50.95	55.87	55.37	57.34	50.05	59.56	52.68	62.16	52.32	54.56	51.74	59.38	53.16	73.42	57.74	58.48	49.95
	Kim_CAU_task2_1	KimCAU2024	89	46.45632996840251 ± 0.0010088781424119019	45.63	50.37	42.38	47.89	42.28	49.16	38.85	51.58	41.32	51.95	56.60	50.53	50.01	50.42	44.30	49.79	46.82	49.11	47.70	49.11	56.48	51.58	60.34	53.26	58.14	57.37	62.30	52.42	77.70	49.53	65.50	56.79
	Zhang_HEU_task2_1	ZhangHEU2024	54	53.74623090811457 ± 0.001070067273571812	64.76	53.95	56.05	51.32	49.93	49.79	61.59	56.63	50.50	54.42	47.10	50.42	59.50	48.00	58.03	51.79	50.86	50.79	45.17	49.37	61.37	50.05	56.23	58.00	58.81	51.74	81.43	61.05	85.73	78.84	73.25	56.63
	Liu_CXL_task2_1	LiuCXL2024	13	60.52026046959108 ± 0.0011605372202239733	54.82	51.37	63.76	60.16	61.91	50.24	64.81	54.53	74.04	53.21	71.15	53.26	78.56	63.24	55.87	50.16	63.70	50.79	58.38	49.43	68.99	54.26	69.94	57.44	57.45	55.74	67.03	52.54	70.32	55.24	79.75	65.69
	Guan_HEU_task2_4	GuanHEU2024	43	55.56904711277052 ± 0.0010596716564482372	60.80	51.05	61.57	50.42	62.33	53.42	58.52	49.32	60.31	55.63	58.50	56.11	59.44	51.95	54.08	53.32	46.05	48.53	52.52	49.58	70.52	52.32	63.66	53.84	60.77	55.79	70.29	51.42	89.24	76.00	81.29	65.63
	Wang_iflytek_task2_1	Wangiflytek2024	11	61.08842633062041 ± 0.0011747355735174372	54.87	51.37	63.72	60.16	78.59	61.05	64.76	54.53	74.08	53.21	71.11	53.26	71.52	51.21	55.83	50.16	63.75	50.79	60.37	51.13	69.31	55.32	71.55	58.90	60.14	57.35	68.38	53.86	72.44	55.67	80.31	67.34
	Yang_IND_task2_1	YangIND2024	10	61.35410342629337 ± 0.001148839259798822	54.91	51.37	63.77	60.16	73.30	53.00	64.81	54.53	74.03	53.21	71.16	53.26	78.56	63.24	55.78	50.16	63.70	50.79	55.63	47.28	55.48	47.79	52.98	57.09	64.15	54.98	76.33	60.04	75.31	55.65	53.61	49.98

Supplementary metrics (recall, precision, and F1 score)

Rank	Submission Information		Evaluation Dataset
	Submission Code	Technical Report	Official Rank	3DPrinter (F1 score)	3DPrinter (Recall)	3DPrinter (Precision)	AirCompressor (F1 score)	AirCompressor (Recall)	AirCompressor (Precision)	BrushlessMotor (F1 score)	BrushlessMotor (Recall)	BrushlessMotor (Precision)	HairDryer (F1 score)	HairDryer (Recall)	HairDryer (Precision)	HoveringDrone (F1 score)	HoveringDrone (Recall)	HoveringDrone (Precision)	RoboticArm (F1 score)	RoboticArm (Recall)	RoboticArm (Precision)	Scanner (F1 score)	Scanner (Recall)	Scanner (Precision)	ToothBrush (F1 score)	ToothBrush (Recall)	ToothBrush (Precision)	ToyCircuit (F1 score)	ToyCircuit (Recall)	ToyCircuit (Precision)
	DCASE2024_baseline_task2_MSE	DCASE2024baseline2024	39	66.64	74.68	60.17	53.49	54.11	52.88	66.67	100.00	50.00	62.65	82.02	50.68	61.92	64.86	59.23	66.43	97.96	50.25	65.89	75.34	58.55	66.67	100.00	50.00	70.50	95.83	55.76
	Wilkinghoff_FKIE_task2_1	WilkinghoffFKIE2024	62	64.52	71.11	59.04	15.86	10.18	35.90	61.35	80.40	49.60	65.16	83.72	53.33	36.36	27.59	53.33	70.19	97.96	54.68	11.15	7.11	25.81	58.14	66.67	51.55	18.22	11.22	48.50
	Fujimura_NU_task2_1	FujimuraNU2024	26	64.46	58.17	72.28	11.76	6.86	41.38	59.68	68.64	52.80	40.92	29.76	65.46	23.92	14.40	70.59	67.34	100.00	50.76	6.26	3.60	24.00	67.03	69.92	64.38	7.29	3.90	55.71
	Zhao_CUMT_task2_1	ZhaoCUMT2024	9	52.89	52.81	52.97	55.65	54.86	56.47	70.06	69.94	70.18	56.28	56.14	56.42	70.00	70.00	70.00	66.00	66.00	66.00	78.59	78.38	78.80	53.90	53.70	54.10	63.62	63.44	63.80
	Wang_USTC_task2_1	WangUSTC2024	19	52.14	52.08	52.21	54.51	53.53	55.53	57.53	56.14	59.00	56.28	56.14	56.42	70.00	70.00	70.00	66.00	66.00	66.00	62.86	60.55	65.34	54.96	54.84	55.08	63.62	63.44	63.80
	Lee_KNU_task2_3	LeeKNU2024	73	53.93	53.33	54.55	58.00	58.00	58.00	60.00	60.00	60.00	18.09	11.27	45.92	0.00	0.00	0.00	46.14	43.10	49.65	57.46	54.19	61.14	48.23	37.89	66.30	22.40	14.79	46.12
	Qian_NIVIC_task2_1	QianNIVIC2024	14	53.33	53.33	53.33	54.51	53.53	55.53	67.14	67.06	67.22	55.84	55.58	56.11	70.97	70.99	70.95	66.00	66.00	66.00	63.44	61.54	65.47	53.86	53.70	54.02	62.70	62.60	62.80
	Jiang_CUP_task2_2	JiangCUP2024	80	32.75	21.91	64.78	10.24	6.22	28.87	46.07	40.98	52.60	40.00	32.00	53.33	26.32	18.11	48.10	61.25	74.99	51.77	10.26	6.22	29.17	23.24	14.81	53.91	17.84	10.71	53.19
	Jiang_THUEE_task2_1	JiangTHUEE2024	4	56.33	55.52	57.17	60.79	60.59	60.99	63.02	62.98	63.06	61.98	61.71	62.25	68.44	68.64	68.24	64.37	64.62	64.12	86.06	85.58	86.55	61.18	60.39	61.99	62.86	62.86	62.86
	Lv_AITHU_task2_4	LvAITHU2024	1	58.46	57.31	59.66	59.97	59.93	60.01	64.86	64.86	64.86	66.41	66.27	66.55	65.88	65.88	65.88	67.17	67.47	66.88	90.02	89.60	90.44	62.44	60.94	64.02	63.98	63.94	64.02
	Yin_Midea_task2_2	YinMidea2024	63	57.25	50.04	66.88	12.97	8.00	34.29	43.64	38.40	50.53	36.89	27.69	55.21	32.94	24.56	50.00	67.34	100.00	50.76	11.15	7.06	26.55	44.21	37.33	54.19	13.18	7.56	51.52
	Perez_UPV_task2_1	PerezUPV2024	85	67.59	98.00	51.58	66.67	100.00	50.00	66.67	100.00	50.00	63.32	89.29	49.05	66.67	100.00	50.00	42.75	39.07	47.19	16.11	9.60	50.00	66.67	100.00	50.00	65.45	70.87	60.80
	Wu_IACAS_task2_3	WuIACAS2024	47	60.12	57.38	63.13	15.38	9.60	38.71	66.60	87.64	53.71	55.84	58.22	53.64	32.94	24.56	50.00	66.69	93.83	51.72	16.09	10.00	41.10	53.69	50.75	56.99	65.48	75.79	57.65
	Li_SMALLRICE_task2_3	LiSMALLRICE2024	53	63.38	74.72	55.02	14.10	8.73	36.64	56.93	57.75	56.14	25.42	16.97	50.63	30.77	21.43	54.55	69.46	84.05	59.19	84.07	96.91	74.24	63.69	66.67	60.98	35.29	24.08	66.01
	Huang_Xju_task2_1	HuangXju2024	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	66.67	100.00	50.00
	Guo_BIT_task2_3	GuoBIT2024	48	64.22	64.62	63.83	56.08	55.36	56.82	54.72	53.43	56.07	51.62	47.36	56.72	7.28	3.92	50.51	50.00	50.00	50.00	50.71	48.44	53.22	56.52	52.88	60.70	51.72	46.98	57.52
	Wan_HFUU_task2_1	WanHFUU2024	37	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	66.67	100.00	50.00
	Kong_IMECAS_task2_2	KongIMECAS2024	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	66.67	100.00	50.00
	Hai_SCU_task2_1	HaiSCU2024	72	58.01	57.93	58.09	41.13	40.19	42.13	61.03	60.85	61.21	49.52	49.28	49.76	38.54	29.89	54.25	56.00	56.00	56.00	49.06	47.69	50.52	48.51	47.35	49.72	46.33	39.25	56.52
	Kim_DAU_task2_1	KimDAU2024	71	65.60	60.98	70.97	26.37	19.09	42.60	56.29	58.41	54.31	40.39	36.71	44.89	53.33	48.48	59.26	57.14	64.86	51.06	16.75	10.67	39.02	47.06	48.48	45.71	48.92	50.75	47.22
	Bian_NR_task2_2	BianNR2024	74	46.09	32.94	76.71	16.65	9.43	70.97	25.51	16.42	57.14	16.05	9.60	48.98	21.05	13.33	50.00	41.90	34.32	53.79	40.17	31.54	55.31	50.00	48.48	51.61	58.03	62.61	54.08
	Gleichmann_TNT_task2_1	GleichmannTNT2024	93	55.53	65.76	48.06	52.53	54.86	50.39	39.72	30.91	55.56	0.00	0.00	0.00	0.00	0.00	0.00	38.30	36.00	40.91	20.40	13.22	44.71	66.67	100.00	50.00	0.00	0.00	0.00
	Kim_CAU_task2_1	KimCAU2024	89	31.19	23.04	48.24	9.88	6.00	27.91	6.59	3.50	56.00	0.00	0.00	0.00	33.23	26.98	43.24	0.00	0.00	0.00	29.82	22.61	43.77	48.89	45.04	53.47	0.00	0.00	0.00
	Zhang_HEU_task2_1	ZhangHEU2024	54	57.70	52.08	64.70	51.67	45.96	59.02	36.56	28.96	49.59	46.50	36.71	63.41	0.00	0.00	0.00	35.85	29.47	45.75	20.95	14.44	38.12	56.33	50.08	64.36	28.99	19.64	55.38
	Liu_CXL_task2_1	LiuCXL2024	13	52.14	52.08	52.21	55.65	54.86	56.47	57.53	56.14	59.00	55.84	55.58	56.11	70.00	70.00	70.00	66.98	66.99	66.97	78.59	78.38	78.80	54.79	54.55	55.05	62.75	62.60	62.90
	Guan_HEU_task2_4	GuanHEU2024	43	59.94	63.44	56.82	58.99	57.38	60.69	55.65	54.86	56.47	50.79	47.72	54.29	54.56	49.35	61.00	50.43	47.08	54.30	48.94	43.52	55.91	43.68	34.69	58.95	34.04	24.37	56.43
	Wang_iflytek_task2_1	Wangiflytek2024	11	52.14	52.08	52.21	55.65	54.86	56.47	69.08	68.87	69.29	55.01	54.86	55.17	70.00	70.00	70.00	66.00	66.00	66.00	62.86	60.55	65.34	54.96	54.84	55.08	62.75	62.60	62.90
	Yang_IND_task2_1	YangIND2024	10	52.89	52.81	52.97	55.65	54.86	56.47	65.97	65.79	66.15	55.84	55.58	56.11	70.00	70.00	70.00	67.01	66.99	67.03	78.59	78.38	78.80	53.86	53.70	54.02	62.70	62.60	62.80

Systems ranking

Rank	Submission Information		Evaluation Dataset																				Development Dataset
	Submission Code	Technical Report	Official Rank	Official Score	3DPrinter (AUC)	3DPrinter (pAUC)	AirCompressor (AUC)	AirCompressor (pAUC)	BrushlessMotor (AUC)	BrushlessMotor (pAUC)	HairDryer (AUC)	HairDryer (pAUC)	HoveringDrone (AUC)	HoveringDrone (pAUC)	RoboticArm (AUC)	RoboticArm (pAUC)	Scanner (AUC)	Scanner (pAUC)	ToothBrush (AUC)	ToothBrush (pAUC)	ToyCircuit (AUC)	ToyCircuit (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)
	DCASE2024_baseline_task2_MAHALA	DCASE2024baseline2024	41	56.489334216102336 ± 0.001002115182882003	54.29	50.84	60.34	60.79	76.69	59.05	59.78	55.11	59.75	58.00	49.18	51.79	56.16	49.26	61.49	48.37	53.88	49.21	50.18	51.04	50.99	48.21	53.00	58.82	61.04	53.44	78.08	55.74	71.73	49.05	54.65	51.26
	DCASE2024_baseline_task2_MSE	DCASE2024baseline2024	39	56.50830191796572 ± 0.001050516938082758	59.72	49.42	55.38	55.47	66.92	55.58	52.89	51.63	58.11	50.21	50.96	51.16	60.48	50.11	72.15	52.74	62.41	50.00	50.37	48.77	61.77	47.95	61.70	57.58	61.47	57.53	69.87	55.65	61.26	51.77	48.66	52.42
	Wilkinghoff_FKIE_task2_1	WilkinghoffFKIE2024	62	52.46265926819839 ± 0.0010707667655151189	67.11	58.74	53.56	48.63	47.76	50.68	57.02	56.32	43.14	53.26	67.81	58.11	58.67	49.16	41.68	52.00	48.59	48.00	50.45	49.40	60.65	53.50	68.60	58.80	75.10	59.50	72.55	54.80	86.25	65.60	77.30	68.30
	Wilkinghoff_FKIE_task2_2	WilkinghoffFKIE2024	67	51.45784872819026 ± 0.0010613673898969037	65.63	54.42	50.61	48.84	48.03	50.84	58.13	56.11	41.64	49.63	63.31	54.32	49.73	49.05	46.30	55.95	48.02	48.05	57.70	50.00	64.00	54.10	74.50	60.30	67.25	54.90	74.85	58.10	87.65	68.50	75.75	69.30
	Wilkinghoff_FKIE_task2_3	WilkinghoffFKIE2024	69	51.23779473216818 ± 0.0010540273988512347	65.59	58.47	49.04	48.79	50.68	51.95	59.74	57.42	39.52	48.95	59.74	53.63	52.00	48.63	44.80	54.37	47.01	48.32	56.95	51.10	63.30	55.40	73.55	60.50	67.15	53.30	72.05	57.30	86.95	65.80	75.15	67.70
	Fujimura_NU_task2_1	FujimuraNU2024	26	58.89866752033418 ± 0.001041273079131894	73.17	59.79	60.48	49.05	56.59	50.53	65.50	52.68	66.39	53.16	70.58	57.68	60.86	50.37	71.18	56.11	47.10	48.68	54.41	49.84	75.94	59.74	75.75	61.16	63.17	56.68	72.28	54.53	93.24	80.37	78.61	69.16
	Fujimura_NU_task2_2	FujimuraNU2024	35	57.532141353597495 ± 0.0010455433495501576	73.45	60.32	63.14	49.53	53.02	50.21	65.09	51.84	60.06	54.05	70.73	58.16	61.57	50.16	56.32	54.11	48.02	48.47	55.98	50.58	69.11	52.84	75.62	61.32	64.36	56.95	71.69	53.26	89.40	66.16	77.34	66.84
	Fujimura_NU_task2_3	FujimuraNU2024	28	58.53027365695134 ± 0.0010570956736933555	73.10	59.11	58.86	49.05	56.51	50.79	66.16	54.05	63.81	51.21	67.75	55.53	60.31	50.32	73.93	56.68	47.23	49.11	53.65	49.84	69.59	60.16	75.44	61.47	63.96	56.79	71.33	53.74	94.55	84.95	77.73	70.42
	Fujimura_NU_task2_4	FujimuraNU2024	27	58.873674197238635 ± 0.0010315496724687262	72.85	59.21	58.43	49.05	55.39	51.00	64.20	51.89	70.97	54.79	71.51	58.95	60.48	50.11	72.63	55.84	46.34	48.74	54.30	49.00	75.36	60.37	75.47	60.47	60.56	55.79	73.21	56.26	93.67	83.68	78.53	70.00
	Zhao_CUMT_task2_1	ZhaoCUMT2024	9	61.96515488201288 ± 0.0011914958305639057	54.91	51.37	63.75	60.16	78.63	61.05	64.81	54.53	74.05	53.21	71.06	53.26	78.57	63.24	55.76	50.16	63.81	50.79	54.88	48.32	56.47	48.58	53.41	58.79	65.01	56.79	77.39	58.21	77.03	54.42	52.78	50.05
	Zhao_CUMT_task2_2	ZhaoCUMT2024	12	60.55214715135816 ± 0.0011622221324711875	54.91	51.37	52.46	49.89	78.63	61.05	64.81	54.53	74.05	53.21	71.06	53.26	78.57	63.24	55.76	50.16	63.81	50.79	54.97	49.55	55.61	48.65	53.41	58.79	64.38	56.12	76.10	57.21	75.93	54.23	52.37	49.11
	Zhao_CUMT_task2_3	ZhaoCUMT2024	15	60.39913436930961 ± 0.001192077122815144	54.91	51.37	63.75	60.16	78.63	61.05	64.81	54.53	74.05	53.21	53.34	48.26	78.57	63.24	55.76	50.16	63.81	50.79	54.94	47.45	53.81	48.35	57.98	57.79	62.85	51.94	75.11	53.96	74.54	49.36	51.70	49.33
	Zhao_CUMT_task2_4	ZhaoCUMT2024	23	59.05587078043073 ± 0.0011118351899573856	54.91	51.37	52.46	49.89	78.63	61.05	64.81	54.53	74.05	53.21	53.34	48.26	78.57	63.24	55.76	50.16	63.81	50.79	56.02	48.58	55.09	49.37	58.94	58.74	63.41	52.95	75.29	54.79	75.19	49.74	51.64	49.68
	Wang_USTC_task2_1	WangUSTC2024	19	59.683659221054455 ± 0.0011407300964302418	54.82	51.37	63.64	60.16	61.90	50.24	64.81	54.53	74.06	53.21	71.07	53.26	71.53	51.21	55.88	50.16	63.80	50.79	60.14	49.91	70.44	55.14	70.78	59.75	59.67	57.30	67.09	52.13	72.33	54.91	80.04	67.37
	Wang_USTC_task2_2	WangUSTC2024	30	58.37825228494783 ± 0.0011047130855523176	54.82	51.37	52.46	49.89	61.90	50.24	64.81	54.53	74.06	53.21	71.07	53.26	71.53	51.21	55.88	50.16	63.80	50.79	60.14	49.91	70.44	55.14	70.78	59.75	59.67	57.30	67.09	52.13	72.33	54.91	80.04	67.37
	Wang_USTC_task2_3	WangUSTC2024	32	58.22887759850294 ± 0.0010416091654744295	54.82	51.37	63.64	60.16	61.90	50.24	64.81	54.53	74.06	53.21	53.33	48.26	71.53	51.21	55.88	50.16	63.80	50.79	60.14	49.91	70.44	55.14	70.78	59.75	59.67	57.30	67.09	52.13	72.33	54.91	80.04	67.37
	Wang_USTC_task2_4	WangUSTC2024	36	56.98567054157987 ± 0.000993057635763809	54.82	51.37	52.46	49.89	61.90	50.24	64.81	54.53	74.06	53.21	53.33	48.26	71.53	51.21	55.88	50.16	63.80	50.79	60.14	49.91	70.44	55.14	70.78	59.75	59.67	57.30	67.09	52.13	72.33	54.91	80.04	67.37
	Lee_KNU_task2_1	LeeKNU2024	75	50.24397240705927 ± 0.0010165017564282086	58.85	52.53	55.61	48.74	57.55	51.11	40.75	49.68	44.32	48.42	43.85	50.79	57.30	48.89	54.27	57.21	45.28	51.53	45.64	48.21	71.00	52.32	65.90	56.74	55.72	53.63	61.18	55.47	61.60	52.53	47.04	48.26
	Lee_KNU_task2_2	LeeKNU2024	79	49.690264893541816 ± 0.0009967144688343946	55.07	49.68	53.99	48.21	59.23	50.79	37.54	49.21	43.27	48.79	43.86	51.26	62.43	49.53	51.61	54.79	47.92	51.84	42.94	49.42	60.52	52.47	67.04	57.21	62.58	57.00	58.32	54.16	63.72	52.16	44.56	48.53
	Lee_KNU_task2_3	LeeKNU2024	73	50.31619240957195 ± 0.0009955894014041765	54.53	49.68	54.53	48.11	63.57	50.95	40.12	49.74	43.15	49.00	43.09	51.05	64.12	49.32	53.45	55.16	47.89	50.63	45.40	49.26	69.42	53.75	66.54	56.16	59.48	52.16	63.74	51.63	63.06	51.21	45.16	48.26
	Lee_KNU_task2_4	LeeKNU2024	77	49.75884067621996 ± 0.0010006630722986074	54.68	49.47	54.00	48.37	60.08	50.84	36.81	49.21	43.71	49.11	43.48	51.26	61.99	49.47	52.68	55.63	48.62	51.74	42.76	49.68	68.02	51.89	66.48	56.47	61.50	56.32	63.88	51.89	64.40	52.95	44.60	48.63
	Qian_NIVIC_task2_1	QianNIVIC2024	14	60.49793602398476 ± 0.0011415310840067227	54.91	51.37	63.64	60.16	73.40	53.00	64.80	54.53	74.16	53.21	71.08	53.26	71.53	51.21	55.78	50.16	63.70	50.79	59.21	49.42	68.92	54.84	69.78	58.47	58.80	56.37	68.15	52.84	71.22	54.89	78.94	66.74
	Qian_NIVIC_task2_2	QianNIVIC2024	22	59.14659735390466 ± 0.0010937560006732772	54.91	51.37	52.35	49.89	73.40	53.00	64.80	54.53	74.16	53.21	71.08	53.26	71.53	51.21	55.78	50.16	63.70	50.79	59.21	49.42	68.92	54.84	69.78	58.47	58.80	56.37	68.15	52.84	71.22	54.89	78.94	66.74
	Qian_NIVIC_task2_3	QianNIVIC2024	25	59.00312635614466 ± 0.0011170532039945762	54.91	51.37	63.64	60.16	73.40	53.00	64.80	54.53	74.16	53.21	53.33	48.26	71.53	51.21	55.78	50.16	63.70	50.79	59.21	49.42	68.92	54.84	69.78	58.47	58.80	56.37	68.15	52.84	71.22	54.89	78.94	66.74
	Qian_NIVIC_task2_4	QianNIVIC2024	34	57.71703181759845 ± 0.0010255811693124191	54.91	51.37	52.35	49.89	73.40	53.00	64.80	54.53	74.16	53.21	53.33	48.26	71.53	51.21	55.78	50.16	63.70	50.79	59.21	49.42	68.92	54.84	69.78	58.47	58.80	56.37	68.15	52.84	71.22	54.89	78.94	66.74
	Jiang_CUP_task2_1	JiangCUP2024	81	49.48958984650561 ± 0.0009901396645261601	64.32	51.84	51.05	48.11	53.21	51.00	52.66	49.84	39.94	48.32	57.92	51.53	53.75	48.32	40.17	50.05	42.69	48.21	48.23	49.36	60.84	53.10	61.19	55.94	61.96	57.68	68.56	50.84	89.24	64.52	81.50	65.73
	Jiang_CUP_task2_2	JiangCUP2024	80	49.54166350875297 ± 0.0009707659088424591	55.62	53.32	49.99	48.68	51.88	49.53	54.41	49.32	42.47	48.21	50.59	51.00	51.49	48.32	46.74	49.37	45.96	47.89	47.96	48.63	46.36	51.26	62.98	53.73	62.88	55.73	70.42	54.15	90.34	69.52	82.16	67.10
	Jiang_CUP_task2_3	JiangCUP2024	84	48.99951485756926 ± 0.0009749502685763356	59.19	49.21	51.44	48.42	51.44	50.79	49.26	49.95	40.94	47.37	55.97	51.32	49.11	48.16	48.50	51.53	39.86	48.32	48.56	49.31	56.09	51.47	62.92	55.10	62.66	59.89	69.62	50.79	93.38	71.57	83.64	69.57
	Jiang_CUP_task2_4	JiangCUP2024	82	49.22249405887789 ± 0.000994320172050672	59.69	51.05	51.16	48.89	49.26	48.79	48.87	49.00	41.40	50.84	57.52	51.63	49.98	48.47	48.15	51.42	40.97	47.84	45.42	48.57	57.00	52.36	60.16	53.79	60.78	58.79	70.24	52.42	87.52	64.42	86.94	69.68
	Jiang_THUEE_task2_1	JiangTHUEE2024	4	65.36869889765188 ± 0.001185491785330456	64.77	53.53	68.31	53.37	67.82	53.79	69.81	54.63	73.21	57.74	72.70	57.16	93.07	76.89	67.46	54.89	67.72	52.95	62.68	51.05	71.04	58.53	71.66	57.21	63.46	58.26	76.87	61.79	89.51	65.68	81.54	68.00
	Jiang_THUEE_task2_2	JiangTHUEE2024	6	64.54151796485333 ± 0.0011315770633509113	64.24	53.63	64.77	52.89	67.09	54.63	72.46	54.16	73.28	59.63	62.59	53.63	93.07	76.89	68.28	56.16	68.31	52.47	63.64	49.58	70.50	56.58	73.46	59.05	65.01	57.84	85.80	65.89	89.11	68.58	80.05	61.74
	Jiang_THUEE_task2_3	JiangTHUEE2024	7	64.1653429214525 ± 0.0011555541315495161	64.24	53.32	67.29	53.16	64.63	53.68	70.54	54.21	73.79	57.68	71.33	54.68	88.49	58.26	69.52	55.53	67.95	51.95	61.77	49.00	70.76	57.32	73.01	59.68	63.83	57.74	76.95	62.32	88.98	63.79	84.82	66.74
	Jiang_THUEE_task2_4	JiangTHUEE2024	8	63.96711447500272 ± 0.001131928850363913	64.24	53.32	67.29	53.16	64.63	53.68	70.54	54.21	73.79	57.68	68.16	54.68	88.49	58.26	69.52	55.53	67.95	51.95	61.77	49.00	70.76	57.32	73.01	59.68	63.83	57.74	83.42	66.47	89.45	68.89	81.32	66.74
	Lv_AITHU_task2_1	LvAITHU2024	3	65.9743472963728 ± 0.0011594559701770019	66.59	55.74	66.03	54.21	71.21	56.11	72.51	54.95	74.27	57.95	71.05	54.68	93.21	76.26	67.51	55.79	68.18	53.26	63.72	52.26	69.52	56.84	73.05	57.95	64.37	58.37	75.65	61.79	86.62	61.95	79.74	66.58
	Lv_AITHU_task2_2	LvAITHU2024	5	64.95825202580062 ± 0.00112965431185421	64.24	53.63	64.77	52.89	67.09	54.63	72.46	54.16	73.28	59.63	68.29	53.68	93.07	76.89	68.28	56.16	68.31	52.47	63.64	49.58	70.50	56.58	73.46	59.05	65.01	57.84	73.85	58.89	85.25	59.21	80.05	61.74
	Lv_AITHU_task2_3	LvAITHU2024	2	66.16902475266467 ± 0.0011908734444371603	67.55	57.32	65.17	50.63	73.58	54.05	72.70	56.21	73.98	56.58	72.30	55.53	94.88	82.26	68.97	57.42	66.06	51.89	63.88	50.68	69.57	56.74	72.17	59.68	65.33	61.16	76.21	60.37	89.53	64.42	82.21	68.68
	Lv_AITHU_task2_4	LvAITHU2024	1	66.24102452310362 ± 0.0011854991900309608	68.07	56.11	64.88	50.84	69.26	54.05	73.14	54.79	74.73	56.84	72.89	54.58	94.89	79.26	72.35	59.74	67.69	52.11	63.45	48.63	70.37	57.68	73.39	62.11	65.41	60.05	76.93	62.63	88.50	61.53	81.93	64.68
	Yin_Midea_task2_1	YinMidea2024	68	51.3642460731876 ± 0.0010446326970144333	52.20	51.95	62.19	50.47	49.29	50.32	57.69	51.58	44.57	51.79	62.74	51.74	52.63	48.74	43.78	50.79	46.56	51.58	56.82	48.68	61.16	50.26	70.54	59.89	65.46	55.00	71.28	52.26	76.10	70.79	78.34	65.00
	Yin_Midea_task2_2	YinMidea2024	63	52.23563242136593 ± 0.0010200734060762124	62.26	50.68	53.81	48.32	51.02	51.21	61.81	51.95	46.85	54.42	67.66	60.21	51.86	48.79	45.61	48.79	42.77	51.47	50.78	50.53	66.56	58.16	70.36	54.42	63.22	56.16	75.26	53.63	91.94	73.68	76.76	63.84
	Yin_Midea_task2_3	YinMidea2024	83	49.080583650031464 ± 0.0010066512326207871	58.08	51.00	52.02	48.58	49.40	53.47	49.44	49.89	44.17	53.16	56.78	52.05	47.57	48.68	44.39	51.79	38.87	48.95	52.24	49.53	66.82	60.58	64.74	55.89	59.68	55.89	68.06	55.26	92.36	72.37	80.18	69.63
	Yin_Midea_task2_4	YinMidea2024	70	50.60604025688289 ± 0.0010345626785820143	53.73	50.63	53.38	48.79	44.34	52.58	59.50	52.95	45.86	53.58	65.75	56.74	59.01	49.32	39.49	50.00	43.25	48.58	47.82	48.00	67.12	53.74	64.80	51.79	62.64	57.11	68.80	51.68	92.16	75.26	76.48	64.16
	Perez_UPV_task2_1	PerezUPV2024	85	48.98393318219933 ± 0.0009685037559411823	53.60	51.13	47.61	49.16	50.71	49.74	40.66	48.23	41.77	49.83	49.17	49.66	49.54	50.01	44.25	51.63	65.35	54.98	56.24		56.06		69.02		66.19		60.71		59.84		59.00
	Wu_IACAS_task2_1	WuIACAS2024	61	52.50061129302863 ± 0.0010378134153598755	61.93	54.37	56.24	48.37	45.93	50.37	52.89	49.37	52.94	52.00	64.35	52.63	50.06	49.05	43.85	50.32	62.33	47.89	49.62	49.21	60.82	53.26	68.76	59.78	64.08	55.52	72.70	57.68	95.72	80.47	75.36	64.21
	Wu_IACAS_task2_2	WuIACAS2024	50	54.02394583622731 ± 0.001088203562160475	61.28	52.32	55.38	48.47	51.50	51.79	52.04	49.16	51.45	50.79	65.40	54.32	71.54	50.95	43.56	51.95	59.96	48.26	49.84	48.31	64.44	53.15	70.64	59.89	62.52	56.21	77.92	60.05	93.03	66.15	75.74	64.36
	Wu_IACAS_task2_3	WuIACAS2024	47	54.16899844515759 ± 0.001057108336360687	61.69	53.47	55.90	48.47	52.08	51.21	53.71	48.63	52.53	51.95	66.58	55.00	66.90	49.68	43.65	50.89	60.10	47.89	49.46	48.63	64.08	53.84	69.84	59.47	62.61	55.42	77.56	60.00	93.80	73.21	75.92	64.36
	Wu_IACAS_task2_4	WuIACAS2024	66	51.777140739159734 ± 0.0010371057163386184	61.55	54.68	53.63	49.32	52.99	52.16	47.96	49.53	47.09	50.21	59.04	53.79	44.20	49.05	48.44	54.84	59.37	48.53	50.95	48.26	67.68	53.84	70.78	60.26	64.70	56.15	81.72	63.68	91.26	66.94	80.00	66.00
	Li_SMALLRICE_task2_1	LiSMALLRICE2024	58	53.3398550207269 ± 0.001077868702592486	52.83	49.74	50.94	48.53	53.20	51.74	47.76	48.47	44.92	53.79	67.18	51.95	95.80	82.58	43.44	50.32	51.43	52.63	55.34	49.95	65.53	54.42	67.56	59.21	64.12	58.53	76.70	55.26	78.02	52.47	76.52	64.89
	Li_SMALLRICE_task2_2	LiSMALLRICE2024	59	53.219453690488216 ± 0.0010799999895663354	52.20	48.74	48.96	48.47	53.46	51.00	48.59	48.68	45.32	53.26	65.87	50.26	96.08	84.00	43.60	50.37	52.60	53.58	55.38	50.84	64.66	55.11	67.30	60.05	65.22	58.79	77.04	56.16	77.04	52.63	77.38	64.95
	Li_SMALLRICE_task2_3	LiSMALLRICE2024	53	53.81856456562342 ± 0.0011243926792786517	51.46	50.00	49.04	48.37	54.65	53.74	55.68	49.11	45.79	53.63	65.34	50.16	93.89	74.63	40.74	51.16	56.53	54.68	55.64	49.21	66.26	53.53	66.68	55.42	65.74	57.84	77.52	59.16	69.82	51.47	77.02	65.21
	Li_SMALLRICE_task2_4	LiSMALLRICE2024	60	52.8949449499208 ± 0.0010522151699050406	56.40	49.53	50.42	48.32	52.69	51.47	46.53	48.47	43.79	52.84	64.89	50.16	95.54	81.79	43.76	50.11	50.03	51.89	55.16	50.42	65.42	55.21	65.22	59.58	64.70	58.37	74.98	54.32	76.68	52.84	79.60	67.32
	Huang_Xju_task2_1	HuangXju2024	46	54.38612240957236 ± 0.001005392973156531	54.05	49.84	58.72	58.63	67.92	52.21	53.68	48.53	57.09	55.00	45.11	50.16	54.60	49.79	62.31	52.89	55.06	49.32	49.89	50.57	49.98	47.68	54.82	59.31	61.59	52.26	73.29	51.94	70.10	48.21	52.55	51.68
	Huang_Xju_task2_2	HuangXju2024	55	53.659991099222346 ± 0.0009880937196739639	57.51	48.74	51.31	50.05	60.40	51.16	44.39	48.32	55.47	49.32	43.64	50.11	59.23	50.58	73.18	57.42	65.80	50.79	50.20	47.68	58.68	48.15	63.03	58.42	62.05	57.78	62.07	53.52	59.62	51.00	46.50	50.94
	Guo_BIT_task2_1	GuoBIT2024	88	46.96912513794397 ± 0.00097893022763103	46.68	49.26	44.54	48.53	45.94	50.32	33.16	47.89	42.96	53.11	50.70	49.63	65.40	55.21	53.72	51.58	39.32	48.95	46.97	47.58	56.73	49.05	62.46	54.63	56.00	54.11	70.10	58.42	68.03	49.16	63.61	56.95
	Guo_BIT_task2_2	GuoBIT2024	76	50.04651414050538 ± 0.0009972105745301837	59.76	57.32	41.74	49.95	45.09	49.42	50.32	49.00	44.69	51.79	50.83	51.21	51.51	51.47	58.08	51.84	49.40	48.79	51.23	48.84	66.14	51.84	63.25	57.00	65.08	56.68	58.57	52.74	70.78	55.05	59.56	50.53
	Guo_BIT_task2_3	GuoBIT2024	48	54.084345600639494 ± 0.0010037944335590143	65.66	51.26	59.86	53.84	57.17	50.47	59.52	55.32	52.75	56.79	52.10	52.32	54.94	48.42	53.79	50.16	46.16	49.32	48.16	51.58	59.22	49.16	55.92	59.11	55.92	50.84	81.31	57.79	78.01	58.32	49.28	51.11
	Guo_BIT_task2_4	GuoBIT2024	86	48.48349564494921 ± 0.0010170844716108469	49.91	49.58	44.98	48.53	48.39	49.74	34.20	48.37	43.15	52.53	53.43	49.95	65.84	54.53	54.72	53.16	45.59	49.53	51.53	48.84	63.96	49.74	61.93	56.37	56.10	57.11	73.54	57.95	70.24	48.89	64.97	54.68
	Wan_HFUU_task2_1	WanHFUU2024	37	56.95741891894512 ± 0.0010154269725155024	62.30	51.63	63.32	51.53	55.72	53.58	55.58	51.26	50.91	55.16	60.41	55.63	64.45	51.89	61.04	53.84	65.54	47.89	51.10	49.20	70.44	52.57	64.40	57.57	62.80	55.42	75.68	54.31	91.74	70.84	76.82	63.21
	Wan_HFUU_task2_2	WanHFUU2024	51	54.004134027500136 ± 0.0010180479918878796	60.74	50.79	52.14	48.74	51.93	51.58	56.17	51.68	53.34	56.05	68.16	62.26	55.45	51.63	40.89	49.32	67.67	48.32	48.80	49.36	71.84	55.21	63.20	55.15	70.72	58.78	68.72	54.47	92.28	75.00	73.25	61.47
	Wan_HFUU_task2_3	WanHFUU2024	49	54.040077780815054 ± 0.0010321740735709471	51.33	49.84	58.40	56.05	82.19	69.00	54.70	49.47	46.75	51.11	51.53	51.16	45.71	50.37	58.73	49.26	57.92	50.74	53.34	48.89	50.33	47.52	62.11	57.42	78.91	61.10	58.28	58.73	77.33	55.10	55.65	50.78
	Wan_HFUU_task2_4	WanHFUU2024	38	56.86467346294555 ± 0.0010054281005031146	57.38	51.42	61.62	57.63	77.14	55.47	57.36	51.84	61.01	53.11	52.15	52.37	56.66	49.32	61.38	53.11	54.99	49.58	50.30	50.47	49.71	47.78	61.36	53.00	77.59	54.36	55.73	59.42	77.12	48.47	51.43	52.94
	Kong_IMECAS_task2_1	KongIMECAS2024	42	56.02395073995415 ± 0.001077883896106262	58.38	49.16	59.54	53.47	67.74	56.84	41.24	50.42	52.62	50.26	53.60	51.47	63.83	50.16	74.03	57.21	68.14	50.42	51.78	48.42	62.55	48.31	63.98	57.35	60.86	56.00	69.14	55.32	63.69	53.32	47.24	52.05
	Kong_IMECAS_task2_2	KongIMECAS2024	40	56.50382577391263 ± 0.0009983711243153732	55.91	51.16	64.26	60.68	77.64	60.16	59.36	52.05	53.65	53.95	51.42	51.05	52.16	48.47	65.65	53.84	54.09	49.16	49.86	51.21	50.65	47.89	54.30	58.95	60.62	52.05	77.56	54.79	77.83	48.84	52.46	50.74
	Kong_IMECAS_task2_3	KongIMECAS2024	45	55.20983600747095 ± 0.0010311321102316356	59.55	49.16	54.27	51.32	66.66	55.53	50.21	51.79	55.56	50.95	54.17	50.16	57.09	50.53	71.92	56.26	50.76	51.74	50.17	48.89	61.16	47.89	60.84	56.11	61.52	58.78	67.97	54.78	58.88	51.05	46.75	51.63
	Kong_IMECAS_task2_4	KongIMECAS2024	52	53.84279796938759 ± 0.0010404899494742628	55.32	49.11	59.63	57.26	77.12	59.37	55.66	53.63	52.85	58.42	50.35	51.84	49.78	47.79	61.78	51.53	40.44	49.32	50.43	49.84	51.95	48.26	52.58	59.63	60.09	55.32	75.75	54.68	61.87	48.95	52.88	49.05
	Hai_SCU_task2_1	HaiSCU2024	72	50.34153796416583 ± 0.0010155482504932121	57.31	51.00	41.57	47.84	65.33	57.16	54.01	54.53	41.13	47.84	57.91	55.74	49.20	48.58	46.77	49.53	46.16	50.53	49.64	51.21	54.78	48.78	66.57	60.36	51.51	48.95	62.52	50.47	63.18	48.89	51.29	50.94
	Kim_DAU_task2_1	KimDAU2024	71	50.433236408626016 ± 0.0010116627475769257	69.05	52.05	46.70	48.32	50.78	49.68	49.59	49.63	57.53	54.21	51.58	50.11	45.57	49.05	46.63	49.42	45.13	50.00	66.83	66.65	62.39	53.43	80.15	70.95	75.95	75.95	73.51	72.32	79.72	71.36	78.03	72.48
	Bian_NR_task2_1	BianNR2024	78	49.753503516592126 ± 0.000993616773430831	59.52	62.89	52.98	49.79	58.57	51.26	42.63	49.00	50.48	52.00	49.23	50.89	49.61	48.95	38.07	49.84	46.87	52.05	42.29	50.84	61.04	52.63	61.25	56.47	51.90	50.84	54.74	51.47	51.38	51.31	42.70	48.31
	Bian_NR_task2_2	BianNR2024	74	50.30296617352682 ± 0.0009936159397799474	59.33	62.84	52.88	49.74	58.74	51.74	43.64	48.89	51.73	51.68	51.21	50.53	52.51	49.00	38.20	49.95	47.03	51.84	42.45	51.05	61.04	52.63	61.91	56.95	54.52	50.00	54.82	51.63	49.69	50.58	48.06	49.26
	Gleichmann_TNT_task2_1	GleichmannTNT2024	93	45.314372753290186 ± 0.0009577819435369494	49.30	49.37	49.06	49.26	48.12	48.63	33.24	48.32	29.82	50.42	48.21	53.37	48.73	50.37	40.46	50.95	55.87	55.37	57.34	50.05	59.56	52.68	62.16	52.32	54.56	51.74	59.38	53.16	73.42	57.74	58.48	49.95
	Gleichmann_TNT_task2_2	GleichmannTNT2024	96	43.50109690586943 ± 0.0009591642875581004	49.29	49.79	35.96	47.68	48.40	49.68	38.16	48.95	28.01	50.68	55.30	51.42	29.58	48.21	60.15	52.58	47.03	52.00	55.36	52.32	55.26	53.00	52.46	52.05	50.64	49.37	59.96	52.79	66.54	55.74	60.90	50.26
	Gleichmann_TNT_task2_3	GleichmannTNT2024	94	44.5547593776025 ± 0.000975265367338303	48.27	50.32	56.62	52.00	47.60	48.58	34.55	49.00	26.98	49.68	48.13	53.21	49.16	50.79	39.71	49.68	46.08	49.11	57.78	58.16	58.52	53.42	65.06	53.26	54.46	51.00	65.76	51.63	84.00	68.05	63.76	52.89
	Gleichmann_TNT_task2_4	GleichmannTNT2024	95	44.2100722208319 ± 0.0009771254966150526	47.18	49.68	40.55	47.58	47.94	51.21	38.79	49.63	43.73	50.26	48.52	54.21	24.28	47.37	56.75	54.00	46.76	51.00	53.70	53.16	55.44	52.89	61.14	54.79	53.48	48.89	59.80	52.94	58.94	50.79	66.12	51.60
	Kim_CAU_task2_1	KimCAU2024	89	46.45632996840251 ± 0.0010088781424119019	45.63	50.37	42.38	47.89	42.28	49.16	38.85	51.58	41.32	51.95	56.60	50.53	50.01	50.42	44.30	49.79	46.82	49.11	47.70	49.11	56.48	51.58	60.34	53.26	58.14	57.37	62.30	52.42	77.70	49.53	65.50	56.79
	Kim_CAU_task2_2	KimCAU2024	91	46.3583243500304 ± 0.001018651141970712	45.17	50.89	42.42	47.89	42.42	49.11	39.08	50.32	41.00	51.53	56.29	50.53	49.25	50.37	43.40	49.89	48.27	49.11	47.82	49.37	56.36	51.53	60.04	52.79	58.10	57.32	62.30	52.05	77.78	49.74	64.96	57.11
	Kim_CAU_task2_3	KimCAU2024	90	46.37806751968737 ± 0.0010220463678257583	45.02	51.26	42.50	47.84	42.72	49.16	39.50	52.11	40.98	51.37	56.25	50.58	48.63	50.37	42.55	49.74	48.72	48.63	47.76	49.37	56.32	51.68	59.96	52.53	58.20	57.53	62.44	52.16	78.06	49.95	64.82	56.95
	Kim_CAU_task2_4	KimCAU2024	92	46.02849005921025 ± 0.0010331697243746052	45.10	51.68	42.66	47.84	42.97	49.05	37.87	52.11	40.86	51.32	56.19	50.95	45.00	49.89	42.05	49.74	50.01	49.11	47.86	49.53	56.38	51.68	59.72	51.84	58.22	57.74	62.46	52.11	78.40	50.58	64.64	56.84
	Zhang_HEU_task2_1	ZhangHEU2024	54	53.74623090811457 ± 0.001070067273571812	64.76	53.95	56.05	51.32	49.93	49.79	61.59	56.63	50.50	54.42	47.10	50.42	59.50	48.00	58.03	51.79	50.86	50.79	45.17	49.37	61.37	50.05	56.23	58.00	58.81	51.74	81.43	61.05	85.73	78.84	73.25	56.63
	Zhang_HEU_task2_2	ZhangHEU2024	87	48.444106656538125 ± 0.0009694084162672815	65.14	53.58	56.64	52.95	48.60	50.11	40.24	51.21	40.21	49.79	49.56	50.95	61.88	48.21	47.95	52.37	33.11	51.63	45.55	49.11	61.97	50.37	59.14	58.95	55.93	52.74	81.66	60.79	87.80	80.26	72.36	53.74
	Zhang_HEU_task2_3	ZhangHEU2024	64	52.20859790836647 ± 0.0009854397213407752	68.54	52.42	51.26	49.32	48.98	50.84	52.58	49.42	47.74	52.11	54.77	53.21	58.60	49.95	57.17	50.47	44.28	49.21	50.05	50.26	54.71	48.74	60.71	60.16	59.22	51.26	73.65	53.95	81.74	54.89	70.78	53.58
	Zhang_HEU_task2_4	ZhangHEU2024	57	53.35929374681078 ± 0.0010469561116776395	64.76	53.89	56.06	51.53	49.87	49.68	60.70	56.63	50.23	54.47	47.31	50.53	59.62	48.00	57.40	51.84	47.55	50.42	45.16	49.37	61.41	50.05	56.45	58.16	58.67	51.84	81.47	61.00	85.82	79.05	73.24	56.58
	Liu_CXL_task2_1	LiuCXL2024	13	60.52026046959108 ± 0.0011605372202239733	54.82	51.37	63.76	60.16	61.91	50.24	64.81	54.53	74.04	53.21	71.15	53.26	78.56	63.24	55.87	50.16	63.70	50.79	58.38	49.43	68.99	54.26	69.94	57.44	57.45	55.74	67.03	52.54	70.32	55.24	79.75	65.69
	Liu_CXL_task2_2	LiuCXL2024	21	59.172117290004934 ± 0.0011168767660327198	54.82	51.37	52.47	49.89	61.91	50.24	64.81	54.53	74.04	53.21	71.15	53.26	78.56	63.24	55.87	50.16	63.70	50.79	58.38	49.43	68.99	54.26	69.94	57.44	57.45	55.74	67.03	52.54	70.32	55.24	79.75	65.69
	Liu_CXL_task2_3	LiuCXL2024	24	59.0218070376167 ± 0.0010594661091307043	54.82	51.37	63.76	60.16	61.91	50.24	64.81	54.53	74.04	53.21	53.35	48.26	78.56	63.24	55.87	50.16	63.70	50.79	58.38	49.43	68.99	54.26	69.94	57.44	57.45	55.74	67.03	52.54	70.32	55.24	79.75	65.69
	Liu_CXL_task2_4	LiuCXL2024	33	57.73888861092491 ± 0.001025927572057755	54.82	51.37	52.47	49.89	61.91	50.24	64.81	54.53	74.04	53.21	53.35	48.26	78.56	63.24	55.87	50.16	63.70	50.79	58.38	49.43	68.99	54.26	69.94	57.44	57.45	55.74	67.03	52.54	70.32	55.24	79.75	65.69
	Guan_HEU_task2_1	GuanHEU2024	65	51.85888049113675 ± 0.0010537619556032335	55.73	53.11	56.32	50.47	79.00	59.21	48.13	48.47	63.68	54.26	42.75	52.37	48.94	50.68	42.32	48.32	47.95	49.42	52.85	49.53	60.29	48.47	71.32	57.00	60.63	57.74	68.67	53.53	64.20	59.39	61.56	51.79
	Guan_HEU_task2_2	GuanHEU2024	56	53.477174180187916 ± 0.0009972393288512772	68.99	60.63	54.77	51.21	73.32	59.32	59.39	51.21	48.72	53.74	46.66	50.11	48.01	51.42	42.38	47.95	58.21	49.95	56.19	49.21	51.16	49.26	70.88	59.32	62.56	59.32	58.02	51.47	60.61	50.63	62.28	57.05
	Guan_HEU_task2_3	GuanHEU2024	44	55.300089187318115 ± 0.0010532303526585441	59.60	50.95	60.97	50.58	59.64	52.74	58.08	49.32	60.01	55.05	59.27	55.95	60.57	52.05	53.97	53.95	45.76	48.47	52.20	49.95	71.00	52.42	62.38	53.05	60.65	55.53	70.11	51.11	89.25	76.26	82.26	67.05
	Guan_HEU_task2_4	GuanHEU2024	43	55.56904711277052 ± 0.0010596716564482372	60.80	51.05	61.57	50.42	62.33	53.42	58.52	49.32	60.31	55.63	58.50	56.11	59.44	51.95	54.08	53.32	46.05	48.53	52.52	49.58	70.52	52.32	63.66	53.84	60.77	55.79	70.29	51.42	89.24	76.00	81.29	65.63
	Wang_iflytek_task2_1	Wangiflytek2024	11	61.08842633062041 ± 0.0011747355735174372	54.87	51.37	63.72	60.16	78.59	61.05	64.76	54.53	74.08	53.21	71.11	53.26	71.52	51.21	55.83	50.16	63.75	50.79	60.37	51.13	69.31	55.32	71.55	58.90	60.14	57.35	68.38	53.86	72.44	55.67	80.31	67.34
	Wang_iflytek_task2_2	Wangiflytek2024	18	59.712505571600985 ± 0.0011445157039559493	54.87	51.37	52.42	49.89	78.59	61.05	64.76	54.53	74.08	53.21	71.11	53.26	71.52	51.21	55.83	50.16	63.75	50.79	60.37	51.13	69.31	55.32	71.55	58.90	60.14	57.35	68.38	53.86	72.44	55.67	80.31	67.34
	Wang_iflytek_task2_3	Wangiflytek2024	20	59.5589806638062 ± 0.0011764675312018005	54.87	51.37	63.72	60.16	78.59	61.05	64.76	54.53	74.08	53.21	53.29	48.26	71.52	51.21	55.83	50.16	63.75	50.79	60.37	51.13	69.31	55.32	71.55	58.90	60.14	57.35	68.38	53.86	72.44	55.67	80.31	67.34
	Wang_iflytek_task2_4	Wangiflytek2024	31	58.250356207440255 ± 0.001053694692944958	54.87	51.37	52.42	49.89	78.59	61.05	64.76	54.53	74.08	53.21	53.29	48.26	71.52	51.21	55.83	50.16	63.75	50.79	60.37	51.13	69.31	55.32	71.55	58.90	60.14	57.35	68.38	53.86	72.44	55.67	80.31	67.34
	Yang_IND_task2_1	YangIND2024	10	61.35410342629337 ± 0.001148839259798822	54.91	51.37	63.77	60.16	73.30	53.00	64.81	54.53	74.03	53.21	71.16	53.26	78.56	63.24	55.78	50.16	63.70	50.79	55.63	47.28	55.48	47.79	52.98	57.09	64.15	54.98	76.33	60.04	75.31	55.65	53.61	49.98
	Yang_IND_task2_2	YangIND2024	16	59.96914851321136 ± 0.0011043973012666275	54.91	51.37	52.48	49.89	73.30	53.00	64.81	54.53	74.03	53.21	71.16	53.26	78.56	63.24	55.78	50.16	63.70	50.79	55.63	47.28	55.48	47.79	52.98	57.09	64.15	54.98	76.33	60.04	75.31	55.65	53.61	49.98
	Yang_IND_task2_3	YangIND2024	17	59.80546802276297 ± 0.0011182031973053974	54.91	51.37	63.77	60.16	73.30	53.00	64.81	54.53	74.03	53.21	53.25	48.26	78.56	63.24	55.78	50.16	63.70	50.79	55.63	47.28	55.48	47.79	52.98	57.09	64.15	54.98	76.33	60.04	75.31	55.65	53.61	49.98
	Yang_IND_task2_4	YangIND2024	29	58.48879568572292 ± 0.001063436501114148	54.91	51.37	52.48	49.89	73.30	53.00	64.81	54.53	74.03	53.21	53.25	48.26	78.56	63.24	55.78	50.16	63.70	50.79	55.63	47.28	55.48	47.79	52.98	57.09	64.15	54.98	76.33	60.04	75.31	55.65	53.61	49.98

Supplementary metrics (recall, precision, and F1 score)

Rank	Submission Information		Evaluation Dataset
	Submission Code	Technical Report	Official Rank	3DPrinter (F1 score)	3DPrinter (Recall)	3DPrinter (Precision)	AirCompressor (F1 score)	AirCompressor (Recall)	AirCompressor (Precision)	BrushlessMotor (F1 score)	BrushlessMotor (Recall)	BrushlessMotor (Precision)	HairDryer (F1 score)	HairDryer (Recall)	HairDryer (Precision)	HoveringDrone (F1 score)	HoveringDrone (Recall)	HoveringDrone (Precision)	RoboticArm (F1 score)	RoboticArm (Recall)	RoboticArm (Precision)	Scanner (F1 score)	Scanner (Recall)	Scanner (Precision)	ToothBrush (F1 score)	ToothBrush (Recall)	ToothBrush (Precision)	ToyCircuit (F1 score)	ToyCircuit (Recall)	ToyCircuit (Precision)
	DCASE2024_baseline_task2_MAHALA	DCASE2024baseline2024	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	21.71	14.00	48.28
	DCASE2024_baseline_task2_MSE	DCASE2024baseline2024	39	66.64	74.68	60.17	53.49	54.11	52.88	66.67	100.00	50.00	62.65	82.02	50.68	61.92	64.86	59.23	66.43	97.96	50.25	65.89	75.34	58.55	66.67	100.00	50.00	70.50	95.83	55.76
	Wilkinghoff_FKIE_task2_1	WilkinghoffFKIE2024	62	64.52	71.11	59.04	15.86	10.18	35.90	61.35	80.40	49.60	65.16	83.72	53.33	36.36	27.59	53.33	70.19	97.96	54.68	11.15	7.11	25.81	58.14	66.67	51.55	18.22	11.22	48.50
	Wilkinghoff_FKIE_task2_2	WilkinghoffFKIE2024	67	67.80	78.68	59.56	11.21	6.55	39.13	61.85	84.05	48.92	64.15	80.95	53.12	34.15	24.56	56.00	68.82	96.99	53.33	15.46	9.75	37.32	48.00	46.15	50.00	7.18	3.92	42.92
	Wilkinghoff_FKIE_task2_3	WilkinghoffFKIE2024	69	66.67	77.54	58.47	15.24	9.60	36.92	63.07	82.70	50.97	64.15	80.95	53.12	39.56	30.51	56.25	68.66	92.73	54.51	15.03	9.43	37.08	55.07	55.07	55.07	13.43	7.68	53.33
	Fujimura_NU_task2_1	FujimuraNU2024	26	64.46	58.17	72.28	11.76	6.86	41.38	59.68	68.64	52.80	40.92	29.76	65.46	23.92	14.40	70.59	67.34	100.00	50.76	6.26	3.60	24.00	67.03	69.92	64.38	7.29	3.90	55.71
	Fujimura_NU_task2_2	FujimuraNU2024	35	68.54	62.86	75.34	9.58	5.33	47.06	64.86	75.43	56.90	40.55	29.33	65.67	7.15	3.90	43.18	67.56	98.99	51.28	6.36	3.60	27.27	59.96	64.86	55.74	7.16	3.90	43.33
	Fujimura_NU_task2_3	FujimuraNU2024	28	60.31	52.81	70.28	13.45	8.00	42.11	56.17	59.68	53.05	44.24	32.00	71.64	31.84	20.65	69.48	67.57	98.99	51.29	6.10	3.50	23.73	65.66	60.42	71.90	7.27	3.89	54.96
	Fujimura_NU_task2_4	FujimuraNU2024	27	66.07	60.59	72.64	11.51	6.86	35.82	59.41	64.62	54.97	40.92	29.76	65.46	22.74	13.54	70.97	67.34	100.00	50.76	6.16	3.60	21.43	57.46	47.92	71.74	7.27	3.89	54.81
	Zhao_CUMT_task2_1	ZhaoCUMT2024	9	52.89	52.81	52.97	55.65	54.86	56.47	70.06	69.94	70.18	56.28	56.14	56.42	70.00	70.00	70.00	66.00	66.00	66.00	78.59	78.38	78.80	53.90	53.70	54.10	63.62	63.44	63.80
	Zhao_CUMT_task2_2	ZhaoCUMT2024	12	52.89	52.81	52.97	55.65	54.86	56.47	70.06	69.94	70.18	56.28	56.14	56.42	70.00	70.00	70.00	66.00	66.00	66.00	78.59	78.38	78.80	53.90	53.70	54.10	63.62	63.44	63.80
	Zhao_CUMT_task2_3	ZhaoCUMT2024	15	52.89	52.81	52.97	55.65	54.86	56.47	70.06	69.94	70.18	56.28	56.14	56.42	70.00	70.00	70.00	66.00	66.00	66.00	78.59	78.38	78.80	53.90	53.70	54.10	63.62	63.44	63.80
	Zhao_CUMT_task2_4	ZhaoCUMT2024	23	52.89	52.81	52.97	55.65	54.86	56.47	70.06	69.94	70.18	56.28	56.14	56.42	70.00	70.00	70.00	66.00	66.00	66.00	78.59	78.38	78.80	53.90	53.70	54.10	63.62	63.44	63.80
	Wang_USTC_task2_1	WangUSTC2024	19	52.14	52.08	52.21	54.51	53.53	55.53	57.53	56.14	59.00	56.28	56.14	56.42	70.00	70.00	70.00	66.00	66.00	66.00	62.86	60.55	65.34	54.96	54.84	55.08	63.62	63.44	63.80
	Wang_USTC_task2_2	WangUSTC2024	30	52.14	52.08	52.21	54.51	53.53	55.53	57.53	56.14	59.00	56.28	56.14	56.42	70.00	70.00	70.00	66.00	66.00	66.00	62.86	60.55	65.34	54.96	54.84	55.08	63.62	63.44	63.80
	Wang_USTC_task2_3	WangUSTC2024	32	52.14	52.08	52.21	54.51	53.53	55.53	57.53	56.14	59.00	56.28	56.14	56.42	70.00	70.00	70.00	66.00	66.00	66.00	62.86	60.55	65.34	54.96	54.84	55.08	63.62	63.44	63.80
	Wang_USTC_task2_4	WangUSTC2024	36	52.14	52.08	52.21	54.51	53.53	55.53	57.53	56.14	59.00	56.28	56.14	56.42	70.00	70.00	70.00	66.00	66.00	66.00	62.86	60.55	65.34	54.96	54.84	55.08	63.62	63.44	63.80
	Lee_KNU_task2_1	LeeKNU2024	75	57.11	56.84	57.39	56.00	56.00	56.00	60.24	59.40	61.11	12.68	7.67	36.50	7.27	3.92	50.00	45.39	42.67	48.48	53.70	51.10	56.56	41.47	30.21	66.09	22.77	14.81	49.14
	Lee_KNU_task2_2	LeeKNU2024	79	50.04	49.92	50.16	56.69	56.84	56.54	64.22	63.94	64.50	12.85	7.67	39.66	0.00	0.00	0.00	45.39	42.67	48.48	55.17	51.93	58.84	42.84	32.59	62.50	22.61	14.77	48.24
	Lee_KNU_task2_3	LeeKNU2024	73	53.93	53.33	54.55	58.00	58.00	58.00	60.00	60.00	60.00	18.09	11.27	45.92	0.00	0.00	0.00	46.14	43.10	49.65	57.46	54.19	61.14	48.23	37.89	66.30	22.40	14.79	46.12
	Lee_KNU_task2_4	LeeKNU2024	77	50.94	50.98	50.90	57.64	57.72	57.57	63.28	62.86	63.71	6.76	3.91	24.86	0.00	0.00	0.00	45.39	42.67	48.48	56.14	53.33	59.26	43.53	32.73	64.98	23.30	14.79	54.83
	Qian_NIVIC_task2_1	QianNIVIC2024	14	53.33	53.33	53.33	54.51	53.53	55.53	67.14	67.06	67.22	55.84	55.58	56.11	70.97	70.99	70.95	66.00	66.00	66.00	63.44	61.54	65.47	53.86	53.70	54.02	62.70	62.60	62.80
	Qian_NIVIC_task2_2	QianNIVIC2024	22	53.33	53.33	53.33	54.51	53.53	55.53	67.14	67.06	67.22	55.84	55.58	56.11	70.97	70.99	70.95	66.00	66.00	66.00	63.44	61.54	65.47	53.86	53.70	54.02	62.70	62.60	62.80
	Qian_NIVIC_task2_3	QianNIVIC2024	25	53.33	53.33	53.33	54.51	53.53	55.53	67.14	67.06	67.22	55.84	55.58	56.11	70.97	70.99	70.95	66.00	66.00	66.00	63.44	61.54	65.47	53.86	53.70	54.02	62.70	62.60	62.80
	Qian_NIVIC_task2_4	QianNIVIC2024	34	53.33	53.33	53.33	54.51	53.53	55.53	67.14	67.06	67.22	55.84	55.58	56.11	70.97	70.99	70.95	66.00	66.00	66.00	63.44	61.54	65.47	53.86	53.70	54.02	62.70	62.60	62.80
	Jiang_CUP_task2_1	JiangCUP2024	81	31.30	21.76	55.74	0.00	0.00	0.00	46.87	42.42	52.35	47.11	41.73	54.10	37.35	27.43	58.54	60.32	68.64	53.81	19.98	12.86	44.78	40.53	30.51	60.36	12.92	7.38	51.61
	Jiang_CUP_task2_2	JiangCUP2024	80	32.75	21.91	64.78	10.24	6.22	28.87	46.07	40.98	52.60	40.00	32.00	53.33	26.32	18.11	48.10	61.25	74.99	51.77	10.26	6.22	29.17	23.24	14.81	53.91	17.84	10.71	53.19
	Jiang_CUP_task2_3	JiangCUP2024	84	29.55	19.81	58.10	5.80	3.20	30.77	42.75	37.74	49.30	49.51	47.08	52.22	31.17	21.43	57.14	64.43	85.81	51.57	14.18	8.73	37.80	25.72	17.96	45.27	7.04	3.85	41.32
	Jiang_CUP_task2_4	JiangCUP2024	82	35.24	24.62	62.02	10.43	6.00	40.00	51.35	50.51	52.21	47.10	44.31	50.26	26.59	18.15	49.75	63.95	77.79	54.29	18.46	12.00	40.00	36.92	27.59	55.79	7.07	3.86	42.19
	Jiang_THUEE_task2_1	JiangTHUEE2024	4	56.33	55.52	57.17	60.79	60.59	60.99	63.02	62.98	63.06	61.98	61.71	62.25	68.44	68.64	68.24	64.37	64.62	64.12	86.06	85.58	86.55	61.18	60.39	61.99	62.86	62.86	62.86
	Jiang_THUEE_task2_2	JiangTHUEE2024	6	59.77	59.02	60.54	62.00	61.94	62.06	60.99	60.98	61.00	64.38	64.25	64.52	65.09	65.19	64.98	62.64	57.75	68.44	86.06	85.58	86.55	61.33	60.32	62.38	66.93	66.87	66.99
	Jiang_THUEE_task2_3	JiangTHUEE2024	7	57.70	56.95	58.48	59.99	59.93	60.05	55.25	54.86	55.65	64.38	64.25	64.52	68.39	68.64	68.14	63.51	63.75	63.28	81.74	81.56	81.92	62.58	60.94	64.31	63.87	63.75	63.99
	Jiang_THUEE_task2_4	JiangTHUEE2024	8	57.70	56.95	58.48	59.99	59.93	60.05	55.25	54.86	55.65	64.38	64.25	64.52	68.39	68.64	68.14	67.40	66.27	68.56	81.74	81.56	81.92	62.58	60.94	64.31	63.87	63.75	63.99
	Lv_AITHU_task2_1	LvAITHU2024	3	59.11	58.23	60.02	57.80	57.72	57.88	65.57	65.45	65.69	64.62	64.62	64.62	67.65	67.83	67.47	66.38	66.63	66.13	85.01	84.71	85.31	62.05	61.08	63.06	64.00	63.94	64.06
	Lv_AITHU_task2_2	LvAITHU2024	5	59.77	59.02	60.54	62.00	61.94	62.06	60.99	60.98	61.00	64.38	64.25	64.52	65.09	65.19	64.98	61.95	62.22	61.67	86.06	85.58	86.55	61.33	60.32	62.38	66.93	66.87	66.99
	Lv_AITHU_task2_3	LvAITHU2024	2	59.37	58.23	60.55	59.99	59.93	60.05	66.68	66.63	66.73	65.52	65.19	65.84	66.63	66.53	66.73	64.79	65.03	64.56	91.99	91.83	92.15	57.81	56.73	58.93	63.00	62.98	63.02
	Lv_AITHU_task2_4	LvAITHU2024	1	58.46	57.31	59.66	59.97	59.93	60.01	64.86	64.86	64.86	66.41	66.27	66.55	65.88	65.88	65.88	67.17	67.47	66.88	90.02	89.60	90.44	62.44	60.94	64.02	63.98	63.94	64.02
	Yin_Midea_task2_1	YinMidea2024	68	40.16	31.87	54.26	27.81	17.68	65.12	47.14	44.68	49.89	62.84	69.49	57.36	26.67	18.18	50.00	66.89	100.00	50.25	14.34	9.00	35.29	41.67	33.33	55.56	18.36	11.20	50.91
	Yin_Midea_task2_2	YinMidea2024	63	57.25	50.04	66.88	12.97	8.00	34.29	43.64	38.40	50.53	36.89	27.69	55.21	32.94	24.56	50.00	67.34	100.00	50.76	11.15	7.06	26.55	44.21	37.33	54.19	13.18	7.56	51.52
	Yin_Midea_task2_3	YinMidea2024	83	28.21	18.53	59.06	0.00	0.00	0.00	12.98	7.36	54.76	44.98	41.62	48.94	35.56	27.59	50.00	66.44	98.99	50.00	14.12	9.23	30.00	32.34	24.56	47.33	7.08	3.87	41.10
	Yin_Midea_task2_4	YinMidea2024	70	32.55	22.50	58.82	5.90	3.33	25.64	23.87	17.06	39.73	40.22	32.20	53.57	30.77	21.43	54.55	66.67	100.00	50.00	15.58	10.00	35.29	40.40	33.33	51.28	7.09	3.88	41.29
	Perez_UPV_task2_1	PerezUPV2024	85	67.59	98.00	51.58	66.67	100.00	50.00	66.67	100.00	50.00	63.32	89.29	49.05	66.67	100.00	50.00	42.75	39.07	47.19	16.11	9.60	50.00	66.67	100.00	50.00	65.45	70.87	60.80
	Wu_IACAS_task2_1	WuIACAS2024	61	60.12	57.38	63.13	15.38	9.60	38.71	66.60	87.64	53.71	55.84	58.22	53.64	32.94	24.56	50.00	66.69	93.83	51.72	16.09	10.00	41.10	53.69	50.75	56.99	65.48	75.79	57.65
	Wu_IACAS_task2_2	WuIACAS2024	50	60.12	57.38	63.13	15.38	9.60	38.71	66.60	87.64	53.71	55.84	58.22	53.64	32.94	24.56	50.00	66.69	93.83	51.72	16.09	10.00	41.10	53.69	50.75	56.99	65.48	75.79	57.65
	Wu_IACAS_task2_3	WuIACAS2024	47	60.12	57.38	63.13	15.38	9.60	38.71	66.60	87.64	53.71	55.84	58.22	53.64	32.94	24.56	50.00	66.69	93.83	51.72	16.09	10.00	41.10	53.69	50.75	56.99	65.48	75.79	57.65
	Wu_IACAS_task2_4	WuIACAS2024	66	60.12	57.38	63.13	15.38	9.60	38.71	66.60	87.64	53.71	55.84	58.22	53.64	32.94	24.56	50.00	66.69	93.83	51.72	16.09	10.00	41.10	53.69	50.75	56.99	65.48	75.79	57.65
	Li_SMALLRICE_task2_1	LiSMALLRICE2024	58	66.61	80.96	56.58	14.04	8.73	35.82	47.90	43.92	52.67	12.55	7.30	44.44	30.77	21.43	54.55	63.68	58.85	69.38	84.64	98.99	73.93	65.82	68.42	63.41	27.45	17.83	59.68
	Li_SMALLRICE_task2_2	LiSMALLRICE2024	59	66.44	81.67	56.00	14.10	8.73	36.64	49.05	45.00	53.89	17.66	10.56	53.88	33.73	24.56	53.85	61.63	58.58	65.01	85.37	98.99	75.04	67.07	71.79	62.92	27.53	17.73	61.61
	Li_SMALLRICE_task2_3	LiSMALLRICE2024	53	63.38	74.72	55.02	14.10	8.73	36.64	56.93	57.75	56.14	25.42	16.97	50.63	30.77	21.43	54.55	69.46	84.05	59.19	84.07	96.91	74.24	63.69	66.67	60.98	35.29	24.08	66.01
	Li_SMALLRICE_task2_4	LiSMALLRICE2024	60	65.17	80.29	54.84	13.59	8.40	35.59	47.91	43.52	53.28	12.41	7.24	43.43	30.77	21.43	54.55	53.60	45.96	64.29	85.35	98.99	75.02	64.43	64.86	64.00	18.71	11.16	57.69
	Huang_Xju_task2_1	HuangXju2024	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	66.67	100.00	50.00
	Huang_Xju_task2_2	HuangXju2024	55	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	66.89	100.00	50.25	0.00	0.00	0.00
	Guo_BIT_task2_1	GuoBIT2024	88	46.93	46.81	47.05	46.00	46.00	46.00	47.85	47.25	48.46	22.17	14.72	44.88	34.52	26.55	49.33	53.86	53.70	54.02	62.85	63.44	62.27	46.74	45.33	48.23	32.10	23.92	48.81
	Guo_BIT_task2_2	GuoBIT2024	76	55.38	49.26	63.24	45.28	45.22	45.34	46.82	46.47	47.17	49.64	49.68	49.60	32.86	26.43	43.43	46.97	41.21	54.60	47.02	44.31	50.09	51.01	47.72	54.79	25.20	18.08	41.59
	Guo_BIT_task2_3	GuoBIT2024	48	64.22	64.62	63.83	56.08	55.36	56.82	54.72	53.43	56.07	51.62	47.36	56.72	7.28	3.92	50.51	50.00	50.00	50.00	50.71	48.44	53.22	56.52	52.88	60.70	51.72	46.98	57.52
	Guo_BIT_task2_4	GuoBIT2024	86	48.79	48.49	49.09	48.76	48.82	48.70	44.89	43.40	46.49	29.53	21.18	48.78	32.62	24.00	50.91	55.40	54.21	56.64	61.76	62.44	61.10	46.72	44.68	48.95	25.00	18.00	40.91
	Wan_HFUU_task2_1	WanHFUU2024	37	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	66.67	100.00	50.00
	Wan_HFUU_task2_2	WanHFUU2024	51	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	66.67	100.00	50.00
	Wan_HFUU_task2_3	WanHFUU2024	49	66.89	100.00	50.25	66.22	98.99	49.75	66.67	100.00	50.00	66.67	100.00	50.00	58.03	63.01	53.78	66.67	100.00	50.00	47.90	47.92	47.88	66.67	100.00	50.00	66.67	100.00	50.00
	Wan_HFUU_task2_4	WanHFUU2024	38	0.00	0.00	0.00	66.67	100.00	50.00	66.67	100.00	50.00	14.29	8.00	66.67	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
	Kong_IMECAS_task2_1	KongIMECAS2024	42	66.89	98.99	50.52	65.98	96.00	50.26	66.67	100.00	50.00	66.67	100.00	50.00	66.90	97.96	50.79	66.67	98.99	50.26	66.67	100.00	50.00	66.67	100.00	50.00	20.00	12.00	60.00
	Kong_IMECAS_task2_2	KongIMECAS2024	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	66.67	100.00	50.00
	Kong_IMECAS_task2_3	KongIMECAS2024	45	0.00	0.00	0.00	0.00	0.00	0.00	52.92	46.47	61.45	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
	Kong_IMECAS_task2_4	KongIMECAS2024	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	66.67	100.00	50.00
	Hai_SCU_task2_1	HaiSCU2024	72	58.01	57.93	58.09	41.13	40.19	42.13	61.03	60.85	61.21	49.52	49.28	49.76	38.54	29.89	54.25	56.00	56.00	56.00	49.06	47.69	50.52	48.51	47.35	49.72	46.33	39.25	56.52
	Kim_DAU_task2_1	KimDAU2024	71	65.60	60.98	70.97	26.37	19.09	42.60	56.29	58.41	54.31	40.39	36.71	44.89	53.33	48.48	59.26	57.14	64.86	51.06	16.75	10.67	39.02	47.06	48.48	45.71	48.92	50.75	47.22
	Bian_NR_task2_1	BianNR2024	78	46.75	32.24	84.98	0.00	0.00	0.00	32.08	22.61	55.20	11.54	6.55	48.65	12.76	7.27	51.95	32.02	23.74	49.19	21.98	14.44	45.94	43.24	38.71	48.98	48.82	43.56	55.52
	Bian_NR_task2_2	BianNR2024	74	46.09	32.94	76.71	16.65	9.43	70.97	25.51	16.42	57.14	16.05	9.60	48.98	21.05	13.33	50.00	41.90	34.32	53.79	40.17	31.54	55.31	50.00	48.48	51.61	58.03	62.61	54.08
	Gleichmann_TNT_task2_1	GleichmannTNT2024	93	55.53	65.76	48.06	52.53	54.86	50.39	39.72	30.91	55.56	0.00	0.00	0.00	0.00	0.00	0.00	38.30	36.00	40.91	20.40	13.22	44.71	66.67	100.00	50.00	0.00	0.00	0.00
	Gleichmann_TNT_task2_2	GleichmannTNT2024	96	50.57	49.41	51.79	38.10	35.56	41.03	54.68	60.32	50.00	48.98	48.00	50.00	30.56	22.24	48.84	55.48	57.27	53.80	35.61	34.29	37.04	51.30	45.28	59.18	35.97	26.78	54.80
	Gleichmann_TNT_task2_3	GleichmannTNT2024	94	53.44	59.40	48.57	56.93	58.17	55.75	25.97	16.67	58.82	0.00	0.00	0.00	68.92	85.61	57.67	37.38	33.48	42.31	32.22	25.44	43.93	36.09	33.22	39.50	56.13	63.55	50.27
	Gleichmann_TNT_task2_4	GleichmannTNT2024	95	41.97	38.05	46.79	33.21	27.24	42.53	57.89	67.83	50.49	30.00	21.43	50.00	43.14	39.80	47.09	52.98	57.14	49.38	31.10	28.80	33.80	53.65	50.72	56.95	36.23	26.88	55.54
	Kim_CAU_task2_1	KimCAU2024	89	31.19	23.04	48.24	9.88	6.00	27.91	6.59	3.50	56.00	0.00	0.00	0.00	33.23	26.98	43.24	0.00	0.00	0.00	29.82	22.61	43.77	48.89	45.04	53.47	0.00	0.00	0.00
	Kim_CAU_task2_2	KimCAU2024	91	30.41	22.50	46.88	10.00	6.00	30.00	6.69	3.56	57.14	0.00	0.00	0.00	33.36	27.08	43.46	0.00	0.00	0.00	29.82	22.61	43.77	47.95	43.64	53.22	0.00	0.00	0.00
	Kim_CAU_task2_3	KimCAU2024	90	33.71	25.71	48.91	10.04	6.00	30.77	6.68	3.56	55.17	0.00	0.00	0.00	33.36	27.08	43.46	0.00	0.00	0.00	29.65	22.61	43.05	48.13	43.93	53.22	0.00	0.00	0.00
	Kim_CAU_task2_4	KimCAU2024	92	33.40	25.71	47.62	10.04	6.00	30.77	6.79	3.60	60.00	0.00	0.00	0.00	33.30	27.08	43.24	0.00	0.00	0.00	30.27	22.61	45.77	47.99	43.93	52.88	0.00	0.00	0.00
	Zhang_HEU_task2_1	ZhangHEU2024	54	57.70	52.08	64.70	51.67	45.96	59.02	36.56	28.96	49.59	46.50	36.71	63.41	0.00	0.00	0.00	35.85	29.47	45.75	20.95	14.44	38.12	56.33	50.08	64.36	28.99	19.64	55.38
	Zhang_HEU_task2_2	ZhangHEU2024	87	57.77	52.80	63.77	51.41	45.22	59.56	38.84	29.25	57.78	0.00	0.00	0.00	0.00	0.00	0.00	49.15	44.98	54.18	20.95	14.44	38.12	0.00	0.00	0.00	0.00	0.00	0.00
	Zhang_HEU_task2_3	ZhangHEU2024	64	58.32	50.98	68.13	30.00	23.04	42.99	45.40	42.31	48.97	43.48	36.71	53.33	7.14	3.91	40.72	43.75	39.10	49.65	47.10	40.43	56.40	56.89	51.93	62.90	23.85	15.24	54.79
	Zhang_HEU_task2_4	ZhangHEU2024	57	64.09	66.27	62.05	54.82	54.00	55.67	45.36	39.25	53.72	52.48	45.00	62.94	18.73	11.31	54.55	48.27	43.52	54.18	54.97	51.47	58.97	58.71	54.62	63.46	37.38	29.52	50.93
	Liu_CXL_task2_1	LiuCXL2024	13	52.14	52.08	52.21	55.65	54.86	56.47	57.53	56.14	59.00	55.84	55.58	56.11	70.00	70.00	70.00	66.98	66.99	66.97	78.59	78.38	78.80	54.79	54.55	55.05	62.75	62.60	62.90
	Liu_CXL_task2_2	LiuCXL2024	21	52.14	52.08	52.21	55.65	54.86	56.47	57.53	56.14	59.00	55.84	55.58	56.11	70.00	70.00	70.00	66.98	66.99	66.97	78.59	78.38	78.80	54.79	54.55	55.05	62.75	62.60	62.90
	Liu_CXL_task2_3	LiuCXL2024	24	52.14	52.08	52.21	55.65	54.86	56.47	57.53	56.14	59.00	55.84	55.58	56.11	70.00	70.00	70.00	66.98	66.99	66.97	78.59	78.38	78.80	54.79	54.55	55.05	62.75	62.60	62.90
	Liu_CXL_task2_4	LiuCXL2024	33	52.14	52.08	52.21	55.65	54.86	56.47	57.53	56.14	59.00	55.84	55.58	56.11	70.00	70.00	70.00	66.98	66.99	66.97	78.59	78.38	78.80	54.79	54.55	55.05	62.75	62.60	62.90
	Guan_HEU_task2_1	GuanHEU2024	65	55.02	54.84	55.20	53.03	52.98	53.08	68.89	67.94	69.86	49.19	46.59	52.11	56.71	56.56	56.86	43.59	42.31	44.95	48.04	47.92	48.16	28.50	23.74	35.64	36.21	29.65	46.49
	Guan_HEU_task2_2	GuanHEU2024	56	63.32	63.44	63.20	52.93	52.53	53.33	71.79	68.05	75.96	55.95	55.93	55.97	35.00	24.37	62.08	46.72	46.47	46.97	42.50	39.67	45.77	33.89	24.23	56.35	56.00	56.00	56.00
	Guan_HEU_task2_3	GuanHEU2024	44	60.48	64.62	56.83	57.87	56.14	59.70	53.60	52.81	54.41	49.08	45.71	52.98	51.28	45.00	59.60	50.62	47.08	54.74	49.69	44.41	56.40	41.24	32.16	57.46	30.72	21.33	54.86
	Guan_HEU_task2_4	GuanHEU2024	43	59.94	63.44	56.82	58.99	57.38	60.69	55.65	54.86	56.47	50.79	47.72	54.29	54.56	49.35	61.00	50.43	47.08	54.30	48.94	43.52	55.91	43.68	34.69	58.95	34.04	24.37	56.43
	Wang_iflytek_task2_1	Wangiflytek2024	11	52.14	52.08	52.21	55.65	54.86	56.47	69.08	68.87	69.29	55.01	54.86	55.17	70.00	70.00	70.00	66.00	66.00	66.00	62.86	60.55	65.34	54.96	54.84	55.08	62.75	62.60	62.90
	Wang_iflytek_task2_2	Wangiflytek2024	18	52.14	52.08	52.21	55.65	54.86	56.47	69.08	68.87	69.29	55.01	54.86	55.17	70.00	70.00	70.00	66.00	66.00	66.00	62.86	60.55	65.34	54.96	54.84	55.08	62.75	62.60	62.90
	Wang_iflytek_task2_3	Wangiflytek2024	20	52.14	52.08	52.21	55.65	54.86	56.47	69.08	68.87	69.29	55.01	54.86	55.17	70.00	70.00	70.00	66.00	66.00	66.00	62.86	60.55	65.34	54.96	54.84	55.08	62.75	62.60	62.90
	Wang_iflytek_task2_4	Wangiflytek2024	31	52.14	52.08	52.21	55.65	54.86	56.47	69.08	68.87	69.29	55.01	54.86	55.17	70.00	70.00	70.00	66.00	66.00	66.00	62.86	60.55	65.34	54.96	54.84	55.08	62.75	62.60	62.90
	Yang_IND_task2_1	YangIND2024	10	52.89	52.81	52.97	55.65	54.86	56.47	65.97	65.79	66.15	55.84	55.58	56.11	70.00	70.00	70.00	67.01	66.99	67.03	78.59	78.38	78.80	53.86	53.70	54.02	62.70	62.60	62.80
	Yang_IND_task2_2	YangIND2024	16	52.89	52.81	52.97	55.65	54.86	56.47	65.97	65.79	66.15	55.84	55.58	56.11	70.00	70.00	70.00	67.01	66.99	67.03	78.59	78.38	78.80	53.86	53.70	54.02	62.70	62.60	62.80
	Yang_IND_task2_3	YangIND2024	17	52.89	52.81	52.97	55.65	54.86	56.47	65.97	65.79	66.15	55.84	55.58	56.11	70.00	70.00	70.00	67.01	66.99	67.03	78.59	78.38	78.80	53.86	53.70	54.02	62.70	62.60	62.80
	Yang_IND_task2_4	YangIND2024	29	52.89	52.81	52.97	55.65	54.86	56.47	65.97	65.79	66.15	55.84	55.58	56.11	70.00	70.00	70.00	67.01	66.99	67.03	78.59	78.38	78.80	53.86	53.70	54.02	62.70	62.60	62.80

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)	3DPrinter (AUC, source)	3DPrinter (pAUC, source)	AirCompressor (AUC, source)	AirCompressor (pAUC, source)	BrushlessMotor (AUC, source)	BrushlessMotor (pAUC, source)	HairDryer (AUC, source)	HairDryer (pAUC, source)	HoveringDrone (AUC, source)	HoveringDrone (pAUC, source)	RoboticArm (AUC, source)	RoboticArm (pAUC, source)	Scanner (AUC, source)	Scanner (pAUC, source)	ToothBrush (AUC, source)	ToothBrush (pAUC, source)	ToyCircuit (AUC, source)	ToyCircuit (pAUC, source)	Harmonic mean (AUC, target)	3DPrinter (AUC, target)	3DPrinter (pAUC, target)	AirCompressor (AUC, target)	AirCompressor (pAUC, target)	BrushlessMotor (AUC, target)	BrushlessMotor (pAUC, target)	HairDryer (AUC, target)	HairDryer (pAUC, target)	HoveringDrone (AUC, target)	HoveringDrone (pAUC, target)	RoboticArm (AUC, target)	RoboticArm (pAUC, target)	Scanner (AUC, target)	Scanner (pAUC, target)	ToothBrush (AUC, target)	ToothBrush (pAUC, target)	ToyCircuit (AUC, target)	ToyCircuit (pAUC, target)
	DCASE2024_baseline_task2_MAHALA	DCASE2024baseline2024	41	56.489	67.18	75.44	50.84	66.10	60.79	80.32	59.05	60.60	55.11	83.88	58.00	58.34	51.79	56.84	49.26	65.56	48.37	67.94	49.21	51.44	42.40	50.84	55.50	60.79	73.38	59.05	58.98	55.11	46.40	58.00	42.50	51.79	55.50	49.26	57.90	48.37	44.64	49.21
	DCASE2024_baseline_task2_MSE	DCASE2024baseline2024	39	56.508	71.51	79.12	49.42	65.00	55.47	70.70	55.58	62.24	51.63	86.02	50.21	65.96	51.16	69.16	50.11	75.04	52.74	76.58	50.00	50.58	47.96	49.42	48.24	55.47	63.52	55.58	45.98	51.63	43.88	50.21	41.52	51.16	53.74	50.11	69.48	52.74	52.66	50.00
	Wilkinghoff_FKIE_task2_1	WilkinghoffFKIE2024	62	52.463	63.25	81.38	58.74	47.36	48.63	64.54	50.68	81.52	56.32	81.62	53.26	78.88	58.11	68.20	49.16	75.52	52.00	35.34	48.00	44.80	57.10	58.74	61.64	48.63	37.90	50.68	43.84	56.32	29.32	53.26	59.46	58.11	51.48	49.16	28.78	52.00	77.74	48.00
	Wilkinghoff_FKIE_task2_2	WilkinghoffFKIE2024	67	51.458	57.30	83.64	54.42	44.18	48.84	50.24	50.84	73.54	56.11	80.06	49.63	76.14	54.32	47.78	49.05	75.82	55.95	34.20	48.05	46.47	54.00	54.42	59.22	48.84	46.00	50.84	48.06	56.11	28.14	49.63	54.18	54.32	51.84	49.05	33.32	55.95	80.60	48.05
	Wilkinghoff_FKIE_task2_3	WilkinghoffFKIE2024	69	51.238	58.27	82.84	58.47	43.76	48.79	57.86	51.95	73.96	57.42	81.12	48.95	70.36	53.63	50.88	48.63	81.16	54.37	33.10	48.32	45.11	54.28	58.47	55.78	48.79	45.08	51.95	50.10	57.42	26.12	48.95	51.90	53.63	53.16	48.63	30.94	54.37	81.10	48.32
	Fujimura_NU_task2_1	FujimuraNU2024	26	58.899	61.13	83.92	59.79	57.16	49.05	64.48	50.53	58.28	52.68	84.34	53.16	63.38	57.68	66.24	50.37	81.24	56.11	33.22	48.68	63.86	64.86	59.79	64.22	49.05	50.42	50.53	74.76	52.68	54.74	53.16	79.62	57.68	56.28	50.37	63.34	56.11	80.90	48.68
	Fujimura_NU_task2_2	FujimuraNU2024	35	57.532	62.09	84.62	60.32	58.94	49.53	69.38	50.21	56.96	51.84	85.72	54.05	64.64	58.16	66.82	50.16	79.18	54.11	33.94	48.47	58.58	64.88	60.32	67.98	49.53	42.90	50.21	75.92	51.84	46.22	54.05	78.08	58.16	57.08	50.16	43.70	54.11	82.08	48.47
	Fujimura_NU_task2_3	FujimuraNU2024	28	58.530	59.85	82.50	59.11	55.04	49.05	60.62	50.79	59.62	54.05	82.26	51.21	57.88	55.53	65.06	50.32	83.02	56.68	33.38	49.11	64.28	65.62	59.11	63.24	49.05	52.92	50.79	74.32	54.05	52.12	51.21	81.68	55.53	56.20	50.32	66.64	56.68	80.72	49.11
	Fujimura_NU_task2_4	FujimuraNU2024	27	58.874	59.57	83.96	59.21	56.62	49.05	62.08	51.00	56.66	51.89	81.82	54.79	66.50	58.95	66.38	50.11	67.80	55.84	32.60	48.74	65.32	64.34	59.21	60.36	49.05	50.00	51.00	74.06	51.89	62.66	54.79	77.34	58.95	55.54	50.11	78.20	55.84	80.10	48.74
	Zhao_CUMT_task2_1	ZhaoCUMT2024	9	61.965	68.65	60.20	51.37	71.34	60.16	83.26	61.05	69.06	54.53	78.96	53.21	73.57	53.26	76.59	63.24	51.33	50.16	65.86	50.79	63.91	50.48	51.37	57.62	60.16	74.48	61.05	61.06	54.53	69.71	53.21	68.72	53.26	80.65	63.24	61.02	50.16	61.88	50.79
	Zhao_CUMT_task2_2	ZhaoCUMT2024	12	60.552	65.62	60.20	51.37	49.80	49.89	83.26	61.05	69.06	54.53	78.96	53.21	73.57	53.26	76.59	63.24	51.33	50.16	65.86	50.79	63.60	50.48	51.37	55.43	49.89	74.48	61.05	61.06	54.53	69.71	53.21	68.72	53.26	80.65	63.24	61.02	50.16	61.88	50.79
	Zhao_CUMT_task2_3	ZhaoCUMT2024	15	60.399	66.16	60.20	51.37	71.34	60.16	83.26	61.05	69.06	54.53	78.96	53.21	53.96	48.26	76.59	63.24	51.33	50.16	65.86	50.79	61.97	50.48	51.37	57.62	60.16	74.48	61.05	61.06	54.53	69.71	53.21	52.73	48.26	80.65	63.24	61.02	50.16	61.88	50.79
	Zhao_CUMT_task2_4	ZhaoCUMT2024	23	59.056	63.34	60.20	51.37	49.80	49.89	83.26	61.05	69.06	54.53	78.96	53.21	53.96	48.26	76.59	63.24	51.33	50.16	65.86	50.79	61.68	50.48	51.37	55.43	49.89	74.48	61.05	61.06	54.53	69.71	53.21	52.73	48.26	80.65	63.24	61.02	50.16	61.88	50.79
	Wang_USTC_task2_1	WangUSTC2024	19	59.684	65.73	60.04	51.37	71.32	60.16	54.67	50.24	69.06	54.53	78.92	53.21	73.68	53.26	79.10	51.21	51.52	50.16	65.86	50.79	62.33	50.44	51.37	57.45	60.16	71.33	50.24	61.05	54.53	69.76	53.21	68.63	53.26	65.28	51.21	61.04	50.16	61.87	50.79
	Wang_USTC_task2_2	WangUSTC2024	30	58.378	62.94	60.04	51.37	49.80	49.89	54.67	50.24	69.06	54.53	78.92	53.21	73.68	53.26	79.10	51.21	51.52	50.16	65.86	50.79	62.05	50.44	51.37	55.42	49.89	71.33	50.24	61.05	54.53	69.76	53.21	68.63	53.26	65.28	51.21	61.04	50.16	61.87	50.79
	Wang_USTC_task2_3	WangUSTC2024	32	58.229	63.43	60.04	51.37	71.32	60.16	54.67	50.24	69.06	54.53	78.92	53.21	53.96	48.26	79.10	51.21	51.52	50.16	65.86	50.79	60.48	50.44	51.37	57.45	60.16	71.33	50.24	61.05	54.53	69.76	53.21	52.72	48.26	65.28	51.21	61.04	50.16	61.87	50.79
	Wang_USTC_task2_4	WangUSTC2024	36	56.986	60.83	60.04	51.37	49.80	49.89	54.67	50.24	69.06	54.53	78.92	53.21	53.96	48.26	79.10	51.21	51.52	50.16	65.86	50.79	60.23	50.44	51.37	55.42	49.89	71.33	50.24	61.05	54.53	69.76	53.21	52.72	48.26	65.28	51.21	61.04	50.16	61.87	50.79
	Lee_KNU_task2_1	LeeKNU2024	75	50.244	60.63	72.14	52.53	55.22	48.74	46.70	51.11	73.02	49.68	81.18	48.42	34.00	50.79	61.02	48.89	87.48	57.21	84.70	51.53	42.45	49.70	52.53	56.00	48.74	74.98	51.11	28.26	49.68	30.48	48.42	61.72	50.79	54.00	48.89	39.34	57.21	30.90	51.53
	Lee_KNU_task2_2	LeeKNU2024	79	49.690	61.44	66.08	49.68	60.54	48.21	47.80	50.79	69.64	49.21	80.68	48.79	33.98	51.26	69.74	49.53	87.36	54.79	83.74	51.84	41.23	47.20	49.68	48.72	48.21	77.84	50.79	25.70	49.21	29.56	48.79	61.86	51.26	56.50	49.53	36.62	54.79	33.56	51.84
	Lee_KNU_task2_3	LeeKNU2024	73	50.316	63.12	68.52	49.68	61.04	48.11	58.38	50.95	70.10	49.74	81.68	49.00	33.08	51.05	69.70	49.32	87.06	55.16	83.94	50.63	41.82	45.28	49.68	49.28	48.11	69.78	50.95	28.10	49.74	29.32	49.00	61.80	51.05	59.36	49.32	38.56	55.16	33.50	50.63
	Lee_KNU_task2_4	LeeKNU2024	77	49.759	61.20	64.56	49.47	60.14	48.37	49.02	50.84	69.64	49.21	79.50	49.11	33.54	51.26	69.32	49.47	87.20	55.63	84.08	51.74	41.42	47.42	49.47	49.00	48.37	77.58	50.84	25.02	49.21	30.14	49.11	61.78	51.26	56.06	49.47	37.74	55.63	34.20	51.74
	Qian_NIVIC_task2_1	QianNIVIC2024	14	60.498	68.27	60.22	51.37	71.32	60.16	75.84	53.00	69.06	54.53	79.02	53.21	73.60	53.26	79.10	51.21	51.46	50.16	65.73	50.79	62.30	50.46	51.37	57.46	60.16	71.12	53.00	61.03	54.53	69.86	53.21	68.72	53.26	65.28	51.21	60.90	50.16	61.80	50.79
	Qian_NIVIC_task2_2	QianNIVIC2024	22	59.147	65.24	60.22	51.37	49.64	49.89	75.84	53.00	69.06	54.53	79.02	53.21	73.60	53.26	79.10	51.21	51.46	50.16	65.73	50.79	62.02	50.46	51.37	55.38	49.89	71.12	53.00	61.03	54.53	69.86	53.21	68.72	53.26	65.28	51.21	60.90	50.16	61.80	50.79
	Qian_NIVIC_task2_3	QianNIVIC2024	25	59.003	65.80	60.22	51.37	71.32	60.16	75.84	53.00	69.06	54.53	79.02	53.21	53.96	48.26	79.10	51.21	51.46	50.16	65.73	50.79	60.46	50.46	51.37	57.46	60.16	71.12	53.00	61.03	54.53	69.86	53.21	52.72	48.26	65.28	51.21	60.90	50.16	61.80	50.79
	Qian_NIVIC_task2_4	QianNIVIC2024	34	57.717	62.98	60.22	51.37	49.64	49.89	75.84	53.00	69.06	54.53	79.02	53.21	53.96	48.26	79.10	51.21	51.46	50.16	65.73	50.79	60.19	50.46	51.37	55.38	49.89	71.12	53.00	61.03	54.53	69.86	53.21	52.72	48.26	65.28	51.21	60.90	50.16	61.80	50.79
	Jiang_CUP_task2_1	JiangCUP2024	81	49.490	54.57	60.70	51.84	45.04	48.11	58.70	51.00	64.74	49.84	75.10	48.32	64.78	51.53	55.30	48.32	80.50	50.05	28.98	48.21	45.14	68.40	51.84	58.92	48.11	48.66	51.00	44.38	49.84	27.20	48.32	52.38	51.53	52.28	48.32	26.76	50.05	81.00	48.21
	Jiang_CUP_task2_2	JiangCUP2024	80	49.542	53.22	51.52	53.32	44.22	48.68	54.62	49.53	63.20	49.32	74.74	48.21	59.08	51.00	50.88	48.32	79.28	49.37	32.92	47.89	46.41	60.44	53.32	57.50	48.68	49.40	49.53	47.76	49.32	29.66	48.21	44.24	51.00	52.12	48.32	33.14	49.37	76.08	47.89
	Jiang_CUP_task2_3	JiangCUP2024	84	49.000	51.40	51.90	49.21	46.06	48.42	49.42	50.79	66.44	49.95	81.64	47.37	64.14	51.32	48.54	48.16	75.54	51.53	26.92	48.32	46.44	68.86	49.21	58.24	48.42	53.64	50.79	39.14	49.95	27.32	47.37	49.64	51.32	49.70	48.16	35.72	51.53	76.72	48.32
	Jiang_CUP_task2_4	JiangCUP2024	82	49.222	54.03	53.66	51.05	46.04	48.89	61.78	48.79	64.94	49.00	75.24	50.84	66.40	51.63	56.19	48.47	83.28	51.42	27.42	47.84	44.78	67.24	51.05	57.56	48.89	40.96	48.79	39.18	49.00	28.56	50.84	50.74	51.63	45.00	48.47	33.86	51.42	81.02	47.84
	Jiang_THUEE_task2_1	JiangTHUEE2024	4	65.369	69.56	62.52	53.53	69.88	53.37	63.56	53.79	73.32	54.63	66.84	57.74	64.82	57.16	96.74	76.89	70.96	54.89	67.16	52.95	72.34	67.18	53.53	66.80	53.37	72.70	53.79	66.62	54.63	80.92	57.74	82.76	57.16	89.66	76.89	64.28	54.89	68.28	52.95
	Jiang_THUEE_task2_2	JiangTHUEE2024	6	64.542	67.00	64.44	53.63	64.62	52.89	66.50	54.63	74.46	54.16	66.18	59.63	49.28	53.63	96.74	76.89	69.50	56.16	67.84	52.47	72.35	64.04	53.63	64.92	52.89	67.70	54.63	70.56	54.16	82.08	59.63	85.76	53.63	89.66	76.89	67.10	56.16	68.78	52.47
	Jiang_THUEE_task2_3	JiangTHUEE2024	7	64.165	68.65	62.54	53.32	68.24	53.16	61.00	53.68	73.72	54.21	66.92	57.68	62.50	54.68	90.20	58.26	73.20	55.53	67.50	51.95	72.00	66.04	53.32	66.36	53.16	68.72	53.68	67.62	54.21	82.24	57.68	83.06	54.68	86.84	58.26	66.20	55.53	68.40	51.95
	Jiang_THUEE_task2_4	JiangTHUEE2024	8	63.967	67.69	62.54	53.32	68.24	53.16	61.00	53.68	73.72	54.21	66.92	57.68	56.00	54.68	90.20	58.26	73.20	55.53	67.50	51.95	72.32	66.04	53.32	66.36	53.16	68.72	53.68	67.62	54.21	82.24	57.68	87.06	54.68	86.84	58.26	66.20	55.53	68.40	51.95
	Lv_AITHU_task2_1	LvAITHU2024	3	65.974	70.29	65.50	55.74	67.14	54.21	70.56	56.11	74.88	54.95	68.04	57.95	62.44	54.68	96.82	76.26	68.88	55.79	67.60	53.26	72.91	67.72	55.74	64.96	54.21	71.88	56.11	70.28	54.95	81.76	57.95	82.42	54.68	89.86	76.26	66.20	55.79	68.76	53.26
	Lv_AITHU_task2_2	LvAITHU2024	5	64.958	68.72	64.44	53.63	64.62	52.89	66.50	54.63	74.46	54.16	66.18	59.63	59.08	53.68	96.74	76.89	69.50	56.16	67.84	52.47	71.94	64.04	53.63	64.92	52.89	67.70	54.63	70.56	54.16	82.08	59.63	80.90	53.68	89.66	76.89	67.10	56.16	68.78	52.47
	Lv_AITHU_task2_3	LvAITHU2024	2	66.169	70.77	66.40	57.32	67.16	50.63	71.76	54.05	75.38	56.21	69.38	56.58	63.68	55.53	96.64	82.26	70.04	57.42	65.42	51.89	73.26	68.74	57.32	63.30	50.63	75.50	54.05	70.20	56.21	79.24	56.58	83.62	55.53	93.18	82.26	67.94	57.42	66.72	51.89
	Lv_AITHU_task2_4	LvAITHU2024	1	66.241	71.03	67.80	56.11	65.66	50.84	67.46	54.05	74.82	54.79	69.54	56.84	63.60	54.58	98.10	79.26	74.44	59.74	67.54	52.11	73.66	68.34	56.11	64.12	50.84	71.16	54.05	71.54	54.79	80.76	56.84	85.36	54.58	91.88	79.26	70.38	59.74	67.84	52.11
	Yin_Midea_task2_1	YinMidea2024	68	51.364	55.02	56.68	51.95	59.72	50.47	41.82	50.32	57.34	51.58	77.12	51.79	75.72	51.74	53.53	48.74	79.17	50.79	32.94	51.58	48.51	48.38	51.95	64.88	50.47	60.02	50.32	58.04	51.58	31.34	51.79	53.56	51.74	51.76	48.74	30.26	50.79	79.38	51.58
	Yin_Midea_task2_2	YinMidea2024	63	52.236	52.54	69.26	50.68	47.56	48.32	43.51	51.21	55.74	51.95	76.32	54.42	67.52	60.21	51.94	48.79	73.90	48.79	29.22	51.47	52.64	56.54	50.68	61.96	48.32	61.66	51.21	69.36	51.95	33.80	54.42	67.80	60.21	51.78	48.79	32.98	48.79	79.74	51.47
	Yin_Midea_task2_3	YinMidea2024	83	49.081	48.54	60.12	51.00	45.46	48.58	37.96	53.47	53.04	49.89	74.32	53.16	61.74	52.05	49.46	48.68	77.38	51.79	25.78	48.95	48.01	56.18	51.00	60.80	48.58	70.70	53.47	46.30	49.89	31.42	53.16	52.56	52.05	45.82	48.68	31.12	51.79	78.96	48.95
	Yin_Midea_task2_4	YinMidea2024	70	50.606	50.73	55.46	50.63	45.54	48.79	33.86	52.58	58.06	52.95	77.42	53.58	69.46	56.74	57.82	49.32	80.86	50.00	29.68	48.58	49.77	52.10	50.63	64.48	48.79	64.20	52.58	61.02	52.95	32.58	53.58	62.42	56.74	60.26	49.32	26.12	50.00	79.66	48.58
	Perez_UPV_task2_1	PerezUPV2024	85	48.984	56.91	56.91	51.13	45.68	49.16	53.85	49.74	58.09	48.23	66.43	49.83	45.23	49.66	52.08	50.01	68.53	51.63	83.67	54.98	41.95	50.66	51.13	49.70	49.16	47.91	49.74	31.27	48.23	30.46	49.83	53.85	49.66	47.23	50.01	32.67	51.63	53.61	54.98
	Wu_IACAS_task2_1	WuIACAS2024	61	52.501	67.33	79.34	54.37	49.72	48.37	81.58	50.37	67.12	49.37	85.68	52.00	84.28	52.63	50.02	49.05	85.36	50.32	53.88	47.89	44.54	50.78	54.37	64.74	48.37	31.96	50.37	43.64	49.37	38.30	52.00	52.04	52.63	50.10	49.05	29.50	50.32	73.92	47.89
	Wu_IACAS_task2_2	WuIACAS2024	50	54.024	69.09	76.14	52.32	48.38	48.47	83.56	51.79	67.72	49.16	84.74	50.79	82.20	54.32	77.60	50.95	82.62	51.95	48.14	48.26	46.77	51.28	52.32	64.76	48.47	37.22	51.79	42.26	49.16	36.94	50.79	54.30	54.32	66.36	50.95	29.58	51.95	79.48	48.26
	Wu_IACAS_task2_3	WuIACAS2024	47	54.169	67.76	76.30	53.47	49.12	48.47	81.62	51.21	65.66	48.63	84.96	51.95	79.96	55.00	67.62	49.68	83.28	50.89	48.08	47.89	47.84	51.78	53.47	64.86	48.47	38.24	51.21	45.44	48.63	38.02	51.95	57.04	55.00	66.20	49.68	29.58	50.89	80.12	47.89
	Wu_IACAS_task2_4	WuIACAS2024	66	51.777	64.68	77.60	54.68	47.56	49.32	82.52	52.16	71.26	49.53	74.72	50.21	71.34	53.79	44.76	49.05	80.62	54.84	59.02	48.53	43.55	51.00	54.68	61.48	49.32	39.02	52.16	36.14	49.53	34.38	50.21	50.36	53.79	43.66	49.05	34.62	54.84	59.72	48.53
	Li_SMALLRICE_task2_1	LiSMALLRICE2024	58	53.340	56.95	73.54	49.74	45.58	48.53	65.40	51.74	36.04	48.47	81.10	53.79	54.58	51.95	98.16	82.58	88.56	50.32	36.58	52.63	50.38	41.22	49.74	57.72	48.53	44.84	51.74	70.78	48.47	31.06	53.79	87.34	51.95	93.56	82.58	28.78	50.32	86.56	52.63
	Li_SMALLRICE_task2_2	LiSMALLRICE2024	59	53.219	56.85	73.52	48.74	44.22	48.47	63.70	51.00	36.76	48.68	81.00	53.26	53.28	50.26	97.78	84.00	87.80	50.37	37.78	53.58	50.38	40.46	48.74	54.84	48.47	46.06	51.00	71.64	48.68	31.46	53.26	86.26	50.26	94.44	84.00	29.00	50.37	86.54	53.58
	Li_SMALLRICE_task2_3	LiSMALLRICE2024	53	53.819	62.45	77.66	50.00	47.00	48.37	70.00	53.74	47.70	49.11	79.84	53.63	58.22	50.16	96.88	74.63	87.44	51.16	43.02	54.68	47.84	38.48	50.00	51.26	48.37	44.82	53.74	66.86	49.11	32.10	53.63	74.44	50.16	91.08	74.63	26.56	51.16	82.42	54.68
	Li_SMALLRICE_task2_4	LiSMALLRICE2024	60	52.895	55.88	73.50	49.53	45.32	48.32	66.10	51.47	34.68	48.47	80.88	52.84	52.12	50.16	97.72	81.79	88.00	50.11	35.36	51.89	50.53	45.76	49.53	56.82	48.32	43.80	51.47	70.66	48.47	30.02	52.84	85.94	50.16	93.46	81.79	29.12	50.11	85.48	51.89
	Huang_Xju_task2_1	HuangXju2024	46	54.386	65.02	61.82	49.84	60.00	58.63	78.00	52.21	55.24	48.53	84.30	55.00	75.40	50.16	55.16	49.79	66.22	52.89	61.38	49.32	48.97	48.02	49.84	57.50	58.63	60.14	52.21	52.20	48.53	43.16	55.00	32.18	50.16	54.06	49.79	58.84	52.89	49.92	49.32
	Huang_Xju_task2_2	HuangXju2024	55	53.660	70.18	68.26	48.74	62.58	50.05	64.56	51.16	56.62	48.32	85.20	49.32	73.22	50.11	70.58	50.58	83.28	57.42	77.54	50.79	45.67	49.68	48.74	43.48	50.05	56.74	51.16	36.50	48.32	41.12	49.32	31.08	50.11	51.02	50.58	65.26	57.42	57.14	50.79
	Guo_BIT_task2_1	GuoBIT2024	88	46.969	55.04	51.98	49.26	48.52	48.53	39.52	50.32	66.58	47.89	70.44	53.11	53.14	49.63	53.40	55.21	53.90	51.58	76.66	48.95	38.67	42.36	49.26	41.16	48.53	54.86	50.32	22.08	47.89	30.90	53.11	48.48	49.63	84.34	55.21	53.54	51.58	26.44	48.95
	Guo_BIT_task2_2	GuoBIT2024	76	50.047	62.08	83.66	57.32	43.78	49.95	55.72	49.42	55.43	49.00	67.52	51.79	75.28	51.21	60.50	51.47	61.50	51.84	75.10	48.79	41.22	46.48	57.32	39.88	49.95	37.86	49.42	46.08	49.00	33.40	51.79	38.37	51.21	44.84	51.47	55.02	51.84	36.80	48.79
	Guo_BIT_task2_3	GuoBIT2024	48	54.084	70.22	84.46	51.26	70.74	53.84	66.96	50.47	75.00	55.32	84.44	56.79	54.80	52.32	56.78	48.42	74.80	50.16	77.78	49.32	45.57	53.70	51.26	51.88	53.84	49.88	50.47	49.34	55.32	38.36	56.79	49.66	52.32	53.22	48.42	42.00	50.16	32.82	49.32
	Guo_BIT_task2_4	GuoBIT2024	86	48.483	59.91	59.94	49.58	48.54	48.53	49.46	49.74	67.36	48.37	72.34	52.53	67.64	49.95	54.14	54.53	56.24	53.16	76.76	49.53	39.35	42.76	49.58	41.90	48.53	47.36	49.74	22.92	48.37	30.74	52.53	44.16	49.95	83.98	54.53	53.28	53.16	32.42	49.53
	Wan_HFUU_task2_1	WanHFUU2024	37	56.957	67.34	70.90	51.63	60.40	51.53	57.64	53.58	73.20	51.26	83.92	55.16	56.88	55.63	74.56	51.89	79.66	53.84	60.52	47.89	53.38	55.56	51.63	66.54	51.53	53.92	53.58	44.80	51.26	36.54	55.16	64.40	55.63	56.76	51.89	49.48	53.84	71.48	47.89
	Wan_HFUU_task2_2	WanHFUU2024	51	54.004	65.55	69.12	50.79	47.80	48.74	55.36	51.58	76.72	51.68	82.48	56.05	67.96	62.26	67.40	51.63	76.98	49.32	61.96	48.32	47.50	54.18	50.79	57.34	48.74	48.90	51.58	44.30	51.68	39.42	56.05	68.36	62.26	47.10	51.63	27.84	49.32	74.54	48.32
	Wan_HFUU_task2_3	WanHFUU2024	49	54.040	65.03	69.46	49.84	69.46	56.05	88.64	69.00	71.26	49.47	79.12	51.11	62.48	51.16	41.12	50.37	71.64	49.26	57.60	50.74	47.46	40.70	49.84	50.38	56.05	76.62	69.00	44.38	49.47	33.18	51.11	43.84	51.16	51.46	50.37	49.76	49.26	58.24	50.74
	Wan_HFUU_task2_4	WanHFUU2024	38	56.865	61.25	65.86	51.42	57.58	57.63	79.40	55.47	53.04	51.84	80.00	53.11	47.54	52.37	60.98	49.32	59.54	53.11	61.72	49.58	57.49	50.84	51.42	66.28	57.63	75.00	55.47	62.44	51.84	49.30	53.11	57.74	52.37	52.92	49.32	63.34	53.11	49.58	49.58
	Kong_IMECAS_task2_1	KongIMECAS2024	42	56.024	71.10	78.36	49.16	60.62	53.47	76.84	56.84	75.98	50.42	87.42	50.26	55.14	51.47	70.78	50.16	72.46	57.21	73.30	50.42	49.36	46.52	49.16	58.50	53.47	60.56	56.84	28.30	50.42	37.64	50.26	52.14	51.47	58.12	50.16	75.66	57.21	63.66	50.42
	Kong_IMECAS_task2_2	KongIMECAS2024	40	56.504	65.62	73.68	51.16	64.10	60.68	81.10	60.16	68.76	52.05	87.40	53.95	49.48	51.05	54.18	48.47	64.90	53.84	64.18	49.16	52.58	45.04	51.16	64.42	60.68	74.46	60.16	52.22	52.05	38.70	53.95	53.52	51.05	50.28	48.47	66.42	53.84	46.74	49.16
	Kong_IMECAS_task2_3	KongIMECAS2024	45	55.210	71.15	74.54	49.16	63.90	51.32	70.22	55.53	63.68	51.79	83.30	50.95	62.84	50.16	68.82	50.53	76.34	56.26	83.74	51.74	47.64	49.58	49.16	47.16	51.32	63.44	55.53	41.44	51.79	41.68	50.95	47.60	50.16	48.78	50.53	67.98	56.26	36.42	51.74
	Kong_IMECAS_task2_4	KongIMECAS2024	52	53.843	66.47	75.06	49.11	63.58	57.26	82.20	59.37	61.28	53.63	77.18	58.42	58.32	51.84	48.78	47.79	69.26	51.53	78.00	49.32	45.98	43.80	49.11	56.14	57.26	72.64	59.37	50.98	53.63	40.18	58.42	44.30	51.84	50.82	47.79	55.76	51.53	27.30	49.32
	Hai_SCU_task2_1	HaiSCU2024	72	50.342	56.72	54.42	51.00	36.20	47.84	59.18	57.16	54.52	54.53	73.46	47.84	62.42	55.74	53.80	48.58	63.24	49.53	74.68	50.53	44.57	60.52	51.00	48.80	47.84	72.90	57.16	53.50	54.53	28.56	47.84	54.00	55.74	45.32	48.58	37.10	49.53	33.40	50.53
	Kim_DAU_task2_1	KimDAU2024	71	50.433	54.64	70.18	52.05	41.25	48.32	57.74	49.68	52.04	49.63	73.08	54.21	58.70	50.11	47.64	49.05	50.38	49.42	55.16	50.00	47.01	67.96	52.05	53.80	48.32	45.32	49.68	47.36	49.63	47.43	54.21	46.00	50.11	43.67	49.05	43.40	49.42	38.18	50.00
	Bian_NR_task2_1	BianNR2024	78	49.754	53.40	59.90	62.89	50.40	49.79	61.08	51.26	30.52	49.00	42.06	52.00	69.46	50.89	57.00	48.95	68.90	49.84	79.10	52.05	45.08	59.14	62.89	55.84	49.79	56.26	51.26	70.66	49.00	63.10	52.00	38.12	50.89	43.92	48.95	26.30	49.84	33.30	52.05
	Bian_NR_task2_2	BianNR2024	74	50.303	54.13	59.28	62.84	50.40	49.74	59.30	51.74	31.48	48.89	44.76	51.68	67.82	50.53	58.86	49.00	70.48	49.95	79.00	51.84	45.96	59.38	62.84	55.62	49.74	58.20	51.74	71.12	48.89	61.26	51.68	41.14	50.53	47.40	49.00	26.20	49.95	33.48	51.84
	Gleichmann_TNT_task2_1	GleichmannTNT2024	93	45.314	37.58	47.04	49.37	41.48	49.26	70.60	48.63	21.72	48.32	18.36	50.42	59.46	53.37	53.86	50.37	41.82	50.95	49.62	55.37	50.44	51.78	49.37	60.04	49.26	36.50	48.63	70.74	48.32	79.28	50.42	40.54	53.37	44.50	50.37	39.18	50.95	63.92	55.37
	Gleichmann_TNT_task2_2	GleichmannTNT2024	96	43.501	32.71	48.16	49.79	27.84	47.68	41.30	49.68	26.14	48.95	17.00	50.68	45.30	51.42	23.00	48.21	55.70	52.58	73.40	52.00	54.29	50.48	49.79	50.78	47.68	58.46	49.68	70.64	48.95	79.44	50.68	70.96	51.42	41.42	48.21	65.38	52.58	34.60	52.00
	Gleichmann_TNT_task2_3	GleichmannTNT2024	94	44.555	37.60	47.04	50.32	54.50	52.00	67.16	48.58	22.26	49.00	16.02	49.68	59.30	53.21	47.00	50.79	39.14	49.68	72.18	49.11	48.02	49.56	50.32	58.92	52.00	36.86	48.58	77.14	49.00	85.46	49.68	40.50	53.21	51.52	50.79	40.30	49.68	33.84	49.11
	Gleichmann_TNT_task2_4	GleichmannTNT2024	95	44.210	38.90	45.78	49.68	31.94	47.58	36.44	51.21	73.70	49.63	51.80	50.26	37.22	54.21	17.52	47.37	50.00	54.00	71.68	51.00	44.79	48.66	49.68	55.52	47.58	70.04	51.21	26.32	49.63	37.84	50.26	69.66	54.21	39.56	47.37	65.60	54.00	34.70	51.00
	Kim_CAU_task2_1	KimCAU2024	89	46.456	43.52	60.04	50.37	49.16	47.89	31.88	49.16	26.48	51.58	61.78	51.95	46.90	50.53	47.30	50.42	68.82	49.79	36.38	49.11	46.25	36.80	50.37	37.24	47.89	62.76	49.16	72.92	51.58	31.04	51.95	71.36	50.53	53.04	50.42	32.66	49.79	65.66	49.11
	Kim_CAU_task2_2	KimCAU2024	91	46.358	43.83	60.38	50.89	49.00	47.89	32.00	49.11	26.74	50.32	61.86	51.53	46.46	50.53	46.46	50.37	70.54	49.89	37.96	49.11	45.72	36.08	50.89	37.40	47.89	62.90	49.11	72.54	50.32	30.66	51.53	71.40	50.53	52.40	50.37	31.34	49.89	66.26	49.11
	Kim_CAU_task2_3	KimCAU2024	90	46.378	44.08	60.76	51.26	49.08	47.84	32.30	49.16	27.18	52.11	62.08	51.37	46.38	50.58	45.70	50.37	71.22	49.74	38.46	48.63	45.39	35.76	51.26	37.48	47.84	63.06	49.16	72.28	52.11	30.58	51.37	71.46	50.58	51.96	50.37	30.34	49.74	66.44	48.63
	Kim_CAU_task2_4	KimCAU2024	92	46.028	43.49	61.80	51.68	49.02	47.84	32.48	49.05	25.70	52.11	62.22	51.32	46.28	50.95	41.70	49.89	71.26	49.74	40.02	49.11	44.96	35.50	51.68	37.76	47.84	63.46	49.05	71.92	52.11	30.42	51.32	71.50	50.95	48.86	49.89	29.82	49.74	66.66	49.11
	Zhang_HEU_task2_1	ZhangHEU2024	54	53.746	72.32	77.62	53.95	65.48	51.32	69.80	49.79	75.14	56.63	83.92	54.42	65.36	50.42	69.08	48.00	73.98	51.79	74.38	50.79	44.09	55.56	53.95	49.00	51.32	38.86	49.79	52.18	56.63	36.12	54.42	36.82	50.42	52.26	48.00	47.74	51.79	38.64	50.79
	Zhang_HEU_task2_2	ZhangHEU2024	87	48.444	71.86	76.16	53.58	64.20	52.95	70.20	50.11	79.66	51.21	86.22	49.79	52.04	50.95	67.60	48.21	85.36	52.37	80.56	51.63	35.14	56.90	53.58	50.68	52.95	37.16	50.11	26.92	51.21	26.22	49.79	47.30	50.95	57.06	48.21	33.34	52.37	20.84	51.63
	Zhang_HEU_task2_3	ZhangHEU2024	64	52.209	61.65	80.24	52.42	52.58	49.32	40.48	50.84	66.30	49.42	78.92	52.11	51.56	53.21	62.70	49.95	73.90	50.47	75.90	49.21	46.45	59.82	52.42	50.00	49.32	62.00	50.84	43.56	49.42	34.22	52.11	58.40	53.21	55.00	49.95	46.62	50.47	31.26	49.21
	Zhang_HEU_task2_4	ZhangHEU2024	57	53.359	72.66	77.50	53.89	65.32	51.53	69.78	49.68	75.54	56.63	84.02	54.47	64.74	50.53	69.00	48.00	75.56	51.84	76.86	50.42	43.21	55.62	53.89	49.10	51.53	38.80	49.68	50.74	56.63	35.82	54.47	37.28	50.53	52.48	48.00	46.28	51.84	34.42	50.42
	Liu_CXL_task2_1	LiuCXL2024	13	60.520	65.53	60.04	51.37	71.34	60.16	54.68	50.24	69.06	54.53	78.96	53.21	73.72	53.26	76.58	63.24	51.50	50.16	65.82	50.79	63.63	50.44	51.37	57.63	60.16	71.35	50.24	61.06	54.53	69.69	53.21	68.76	53.26	80.65	63.24	61.04	50.16	61.71	50.79
	Liu_CXL_task2_2	LiuCXL2024	21	59.172	62.76	60.04	51.37	49.80	49.89	54.68	50.24	69.06	54.53	78.96	53.21	73.72	53.26	76.58	63.24	51.50	50.16	65.82	50.79	63.32	50.44	51.37	55.45	49.89	71.35	50.24	61.06	54.53	69.69	53.21	68.76	53.26	80.65	63.24	61.04	50.16	61.71	50.79
	Liu_CXL_task2_3	LiuCXL2024	24	59.022	63.24	60.04	51.37	71.34	60.16	54.68	50.24	69.06	54.53	78.96	53.21	53.96	48.26	76.58	63.24	51.50	50.16	65.82	50.79	61.70	50.44	51.37	57.63	60.16	71.35	50.24	61.06	54.53	69.69	53.21	52.75	48.26	80.65	63.24	61.04	50.16	61.71	50.79
	Liu_CXL_task2_4	LiuCXL2024	33	57.739	60.66	60.04	51.37	49.80	49.89	54.68	50.24	69.06	54.53	78.96	53.21	53.96	48.26	76.58	63.24	51.50	50.16	65.82	50.79	61.41	50.44	51.37	55.45	49.89	71.35	50.24	61.06	54.53	69.69	53.21	52.75	48.26	80.65	63.24	61.04	50.16	61.71	50.79
	Guan_HEU_task2_1	GuanHEU2024	65	51.859	47.35	53.34	53.11	59.78	50.47	76.24	59.21	38.26	48.47	62.32	54.26	39.24	52.37	56.54	50.68	33.66	48.32	37.84	49.42	57.61	58.34	53.11	53.24	50.47	81.96	59.21	64.86	48.47	65.10	54.26	46.96	52.37	43.14	50.68	56.98	48.32	65.42	49.42
	Guan_HEU_task2_2	GuanHEU2024	56	53.477	64.76	77.38	60.63	59.66	51.21	88.30	59.32	60.58	51.21	79.84	53.74	44.28	50.11	57.05	51.42	80.64	47.95	60.94	49.95	46.24	62.24	60.63	50.62	51.21	62.68	59.32	58.24	51.21	35.06	53.74	49.30	50.11	41.44	51.42	28.74	47.95	55.72	49.95
	Guan_HEU_task2_3	GuanHEU2024	44	55.300	52.43	66.58	50.95	53.34	50.58	58.08	52.74	51.30	49.32	83.60	55.05	52.22	55.95	66.92	52.05	41.16	53.95	32.42	48.47	62.71	53.94	50.95	71.16	50.58	61.28	52.74	66.92	49.32	46.80	55.05	68.52	55.95	55.32	52.05	78.34	53.95	77.76	48.47
	Guan_HEU_task2_4	GuanHEU2024	43	55.569	53.07	67.64	51.05	54.58	50.42	61.40	53.42	51.84	49.32	84.22	55.63	51.30	56.11	66.82	51.95	41.64	53.32	32.74	48.53	62.73	55.22	51.05	70.62	50.42	63.28	53.42	67.18	49.32	46.98	55.63	68.06	56.11	53.52	51.95	77.12	53.32	77.58	48.53
	Wang_iflytek_task2_1	Wangiflytek2024	11	61.088	68.89	60.16	51.37	71.32	60.16	83.24	61.05	69.06	54.53	78.96	53.21	73.68	53.26	79.10	51.21	51.46	50.16	65.82	50.79	62.58	50.44	51.37	57.58	60.16	74.44	61.05	60.96	54.53	69.76	53.21	68.72	53.26	65.26	51.21	61.02	50.16	61.80	50.79
	Wang_iflytek_task2_2	Wangiflytek2024	18	59.713	65.83	60.16	51.37	49.76	49.89	83.24	61.05	69.06	54.53	78.96	53.21	73.68	53.26	79.10	51.21	51.46	50.16	65.82	50.79	62.28	50.44	51.37	55.38	49.89	74.44	61.05	60.96	54.53	69.76	53.21	68.72	53.26	65.26	51.21	61.02	50.16	61.80	50.79
	Wang_iflytek_task2_3	Wangiflytek2024	20	59.559	66.37	60.16	51.37	71.32	60.16	83.24	61.05	69.06	54.53	78.96	53.21	53.94	48.26	79.10	51.21	51.46	50.16	65.82	50.79	60.71	50.44	51.37	57.58	60.16	74.44	61.05	60.96	54.53	69.76	53.21	52.66	48.26	65.26	51.21	61.02	50.16	61.80	50.79
	Wang_iflytek_task2_4	Wangiflytek2024	31	58.250	63.52	60.16	51.37	49.76	49.89	83.24	61.05	69.06	54.53	78.96	53.21	53.94	48.26	79.10	51.21	51.46	50.16	65.82	50.79	60.43	50.44	51.37	55.38	49.89	74.44	61.05	60.96	54.53	69.76	53.21	52.66	48.26	65.26	51.21	61.02	50.16	61.80	50.79
	Yang_IND_task2_1	YangIND2024	10	61.354	68.05	60.20	51.37	71.34	60.16	75.67	53.00	69.06	54.53	78.96	53.21	73.72	53.26	76.57	63.24	51.46	50.16	65.72	50.79	63.60	50.48	51.37	57.65	60.16	71.08	53.00	61.06	54.53	69.68	53.21	68.77	53.26	80.65	63.24	60.88	50.16	61.80	50.79
	Yang_IND_task2_2	YangIND2024	16	59.969	65.07	60.20	51.37	49.81	49.89	75.67	53.00	69.06	54.53	78.96	53.21	73.72	53.26	76.57	63.24	51.46	50.16	65.72	50.79	63.30	50.48	51.37	55.46	49.89	71.08	53.00	61.06	54.53	69.68	53.21	68.77	53.26	80.65	63.24	60.88	50.16	61.80	50.79
	Yang_IND_task2_3	YangIND2024	17	59.805	65.57	60.20	51.37	71.34	60.16	75.67	53.00	69.06	54.53	78.96	53.21	53.86	48.26	76.57	63.24	51.46	50.16	65.72	50.79	61.67	50.48	51.37	57.65	60.16	71.08	53.00	61.06	54.53	69.68	53.21	52.66	48.26	80.65	63.24	60.88	50.16	61.80	50.79
	Yang_IND_task2_4	YangIND2024	29	58.489	62.80	60.20	51.37	49.81	49.89	75.67	53.00	69.06	54.53	78.96	53.21	53.86	48.26	76.57	63.24	51.46	50.16	65.72	50.79	61.38	50.48	51.37	55.46	49.89	71.08	53.00	61.06	54.53	69.68	53.21	52.66	48.26	80.65	63.24	60.88	50.16	61.80	50.79

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
41	DCASE2024_baseline_task2_MAHALA	DCASE2024baseline2024	AE	267928	log-mel energies
39	DCASE2024_baseline_task2_MSE	DCASE2024baseline2024	AE	267928	log-mel energies
62	Wilkinghoff_FKIE_task2_1	WilkinghoffFKIE2024	CNN, k-means, ensemble	127724380	FFT, STFT	mixup, feature exchange	average		10		high-pass filtering, zero-padding
67	Wilkinghoff_FKIE_task2_2	WilkinghoffFKIE2024	CNN, k-means, ensemble	127724380	FFT, STFT	mixup, feature exchange	average		10		high-pass filtering, zero-padding
69	Wilkinghoff_FKIE_task2_3	WilkinghoffFKIE2024	CNN, k-means, ensemble	127724380	FFT, STFT	mixup, feature exchange	average		10		high-pass filtering, zero-padding
26	Fujimura_NU_task2_1	FujimuraNU2024	CNN, k-means	518844040	spectrogram, spectrum	mixup, cutmix, resize	97th percentile		90	external training data
35	Fujimura_NU_task2_2	FujimuraNU2024	CNN	160329360	spectrogram, spectrum	mixup, cutmix	97th percentile		30	external training data
28	Fujimura_NU_task2_3	FujimuraNU2024	CNN, k-means	185835880	mel spectrogram, spectrum	mixup,cutmix,resize	97th percentile			external training data
27	Fujimura_NU_task2_4	FujimuraNU2024	CNN, k-means	177541480	spectrogram, spectrum	mixup, cutmix, resize	97th percentile		30
9	Zhao_CUMT_task2_1	ZhaoCUMT2024	conditional AE		log-mel energies
12	Zhao_CUMT_task2_2	ZhaoCUMT2024	conditional AE		log-mel energies
15	Zhao_CUMT_task2_3	ZhaoCUMT2024	conditional AE		log-mel energies
23	Zhao_CUMT_task2_4	ZhaoCUMT2024	conditional AE		log-mel energies
19	Wang_USTC_task2_1	WangUSTC2024	AE		log-mel spectrogram	mixup	average	OpenL3	2	embeddings
30	Wang_USTC_task2_2	WangUSTC2024	AE		log-mel spectrogram	mixup	average	OpenL3	2	embeddings
32	Wang_USTC_task2_3	WangUSTC2024	AE		log-mel spectrogram	mixup	average	OpenL3	2	embeddings
36	Wang_USTC_task2_4	WangUSTC2024	AE		log-mel spectrogram	mixup	average	OpenL3	2	embeddings
75	Lee_KNU_task2_1	LeeKNU2024	source separation	1834833	STFT
79	Lee_KNU_task2_2	LeeKNU2024	source separation	1834833	STFT
73	Lee_KNU_task2_3	LeeKNU2024	source separation	1834833	STFT
77	Lee_KNU_task2_4	LeeKNU2024	source separation	1834833	STFT
14	Qian_NIVIC_task2_1	QianNIVIC2024	k-means		log-mel energies, spectrogram	mixup
22	Qian_NIVIC_task2_2	QianNIVIC2024	k-means		log-mel energies, spectrogram	mixup
25	Qian_NIVIC_task2_3	QianNIVIC2024	k-means		log-mel energies, spectrogram	mixup
34	Qian_NIVIC_task2_4	QianNIVIC2024	k-means		log-mel energies, spectrogram	mixup
81	Jiang_CUP_task2_1	JiangCUP2024	k-means, CNN, ensemble	59676914	spectrogram	mixup	maximum		10	pre-trained model
80	Jiang_CUP_task2_2	JiangCUP2024	k-means, CNN, ensemble	59676914	spectrogram	mixup	maximum		10	pre-trained model
84	Jiang_CUP_task2_3	JiangCUP2024	k-means, CNN, ensemble	59676914	spectrogram	mixup	maximum		10	pre-trained model
82	Jiang_CUP_task2_4	JiangCUP2024	k-means, CNN, ensemble	59676914	spectrogram	mixup	maximum		10	pre-trained model
4	Jiang_THUEE_task2_1	JiangTHUEE2024	pre-trained models, CNN, ensemble	360M	spectrogram, raw waveform	specaug	median		4
6	Jiang_THUEE_task2_2	JiangTHUEE2024	pre-trained models, flow model, ensemble	360M	spectrogram	specaug	median		4
7	Jiang_THUEE_task2_3	JiangTHUEE2024	pre-trained models, CNN, flow model, ensemble	360M	spectrogram	specaug	median		5
8	Jiang_THUEE_task2_4	JiangTHUEE2024	pre-trained models, CNN, flow model, ensemble	360M	spectrogram	specaug	median		5	classification
3	Lv_AITHU_task2_1	LvAITHU2024	pre-trained models, ensemble	360M	spectrogram	specaug	median		3
5	Lv_AITHU_task2_2	LvAITHU2024	pre-trained models, ensemble	360M	spectrogram	specaug	median		3
2	Lv_AITHU_task2_3	LvAITHU2024	pre-trained models, ensemble	700M	spectrogram	specaug	median		7
1	Lv_AITHU_task2_4	LvAITHU2024	pre-trained models, ensemble	700M	spectrogram	specaug	median		7
68	Yin_Midea_task2_1	YinMidea2024	CNN	3376606	spectrum
63	Yin_Midea_task2_2	YinMidea2024	CNN, k-means	3376606	spectrum
83	Yin_Midea_task2_3	YinMidea2024	CNN	3376606	spectrum	mixup
70	Yin_Midea_task2_4	YinMidea2024	CNN	3376606	spectrum	mixup, time warping, SMOTE
85	Perez_UPV_task2_1	PerezUPV2024	normalizing flow	236000	log-mel energies, CQT			wide_resnet_50
61	Wu_IACAS_task2_1	WuIACAS2024	CNN, ensemble	28592295	STFT, raw waveform, spectrogram	mixup	average	HuBert, BEATs, UniSpeech, WavLM, Wav2Vec
50	Wu_IACAS_task2_2	WuIACAS2024	CNN, ensemble	28592295	STFT, raw waveform, spectrogram	mixup	average	HuBert, BEATs, UniSpeech, WavLM, Wav2Vec
47	Wu_IACAS_task2_3	WuIACAS2024	CNN, ensemble	28592295	STFT, raw waveform, spectrogram	mixup	average	HuBert, BEATs, UniSpeech, WavLM, Wav2Vec
66	Wu_IACAS_task2_4	WuIACAS2024	CNN, ensemble	28592295	STFT, raw waveform, spectrogram	mixup	average	HuBert, BEATs, UniSpeech, WavLM, Wav2Vec
58	Li_SMALLRICE_task2_1	LiSMALLRICE2024	Transformer	759830926	mel spectrogram	time shift, mixup, manifold mixup	average		7	pre-trained model
59	Li_SMALLRICE_task2_2	LiSMALLRICE2024	Transformer	576931952	mel spectrogram	time shift, mixup, manifold mixup	average		7	pre-trained model
53	Li_SMALLRICE_task2_3	LiSMALLRICE2024	Transformer	93282703	mel spectrogram	time shift, mixup, manifold mixup				pre-trained model
60	Li_SMALLRICE_task2_4	LiSMALLRICE2024	Transformer	750369166	mel spectrogram	time shift, mixup, manifold mixup	average		8	pre-trained model
46	Huang_Xju_task2_1	HuangXju2024	VAE	301712	log-mel energies
55	Huang_Xju_task2_2	HuangXju2024	VAE	301712	log-mel energies
88	Guo_BIT_task2_1	GuoBIT2024	Transformer	9679503	log-mel energies			CED-Mini		pre-trained model, embeddings
76	Guo_BIT_task2_2	GuoBIT2024	CNN, denoising diffusion probability model	35704705	log-mel energies
48	Guo_BIT_task2_3	GuoBIT2024	GMM	33000	log-mel energies	SMOTE
86	Guo_BIT_task2_4	GuoBIT2024	Transformer, CNN, denoising diffusion probability model, GMM, ensemble	45417208	log-mel energies	SMOTE	weighted average	CED-Mini	3	pre-trained model, embeddings
37	Wan_HFUU_task2_1	WanHFUU2024	self-supervised learning		log-mel energies	mixup
51	Wan_HFUU_task2_2	WanHFUU2024	self-supervised learning		log-mel energies	mixup
49	Wan_HFUU_task2_3	WanHFUU2024	self-supervised learning		log-mel energies	mixup
38	Wan_HFUU_task2_4	WanHFUU2024	self-supervised learning		log-mel energies	mixup
42	Kong_IMECAS_task2_1	KongIMECAS2024	Barlowtwins	541008	log-mel energies
40	Kong_IMECAS_task2_2	KongIMECAS2024	Barlowtwins	541008	log-mel energies
45	Kong_IMECAS_task2_3	KongIMECAS2024	Barlowtwins	541008	log-mel energies
52	Kong_IMECAS_task2_4	KongIMECAS2024	Barlowtwins	541008	log-mel energies
72	Hai_SCU_task2_1	HaiSCU2024	VAE, k-means, CNN	11722382	log-mel energies, fft	mixup, SMOTE, statistics exchange, feature exchange
71	Kim_DAU_task2_1	KimDAU2024	AE, LTC	253207275	STFT						multi-view
78	Bian_NR_task2_1	BianNR2024	AE,CNN	229249	spectrogram	time stretching
74	Bian_NR_task2_2	BianNR2024	AE,CNN	262017	spectrogram	time stretching
93	Gleichmann_TNT_task2_1	GleichmannTNT2024	CNN-VAE	627335	LPC	multiple sampling				none
96	Gleichmann_TNT_task2_2	GleichmannTNT2024	CNN-VAE	204000	LPC	multiple sampling				none
94	Gleichmann_TNT_task2_3	GleichmannTNT2024	CNN-VAE	447143	LPC	multiple sampling				none
95	Gleichmann_TNT_task2_4	GleichmannTNT2024	CNN-VAE	203153	LPC	multiple sampling				none
89	Kim_CAU_task2_1	KimCAU2024	CNN, k-means	180952716	spectrogram, raw waveform	speed perturbation		Wav2Vec2.0, AST		pre-trained model
91	Kim_CAU_task2_2	KimCAU2024	CNN, k-means	180952716	spectrogram, raw waveform	speed perturbation		Wav2Vec2.0, AST		pre-trained model
90	Kim_CAU_task2_3	KimCAU2024	CNN, k-means	180952716	spectrogram, raw waveform	speed perturbation		Wav2Vec2.0, AST		pre-trained model
92	Kim_CAU_task2_4	KimCAU2024	CNN, k-means	180952716	spectrogram, raw waveform	speed perturbation		Wav2Vec2.0, AST		pre-trained model
54	Zhang_HEU_task2_1	ZhangHEU2024	GMM	33024	log-mel energies
87	Zhang_HEU_task2_2	ZhangHEU2024	GMM	33024	log-mel energies	SMOTE
64	Zhang_HEU_task2_3	ZhangHEU2024	GMM	33024	log-mel energies	SMOTE
57	Zhang_HEU_task2_4	ZhangHEU2024	GMM	33024	log-mel energies	SMOTE
13	Liu_CXL_task2_1	LiuCXL2024	k-means		log-mel spectrogram	mixup, time stretching, block mixing, pitch shifting	average	AST, SSAST, BATS	5
21	Liu_CXL_task2_2	LiuCXL2024	k-means		log-mel spectrogram	mixup, time stretching, block mixing, pitch shifting	average	AST, SSAST, BATS	5
24	Liu_CXL_task2_3	LiuCXL2024	k-means		log-mel spectrogram	mixup, time stretching, block mixing, pitch shifting	average	AST, SSAST, BATS	5
33	Liu_CXL_task2_4	LiuCXL2024	k-means		log-mel spectrogram	mixup, time stretching, block mixing, pitch shifting	average	AST, SSAST, BATS	5
65	Guan_HEU_task2_1	GuanHEU2024	CNN, k-means	12337152	log-mel energies
56	Guan_HEU_task2_2	GuanHEU2024	CNN, k-means	12337152	log-mel energies
44	Guan_HEU_task2_3	GuanHEU2024	CNN, k-means	11307772	log-mel energies
43	Guan_HEU_task2_4	GuanHEU2024	CNN, k-means	23644924	log-mel energies				2
11	Wang_iflytek_task2_1	Wangiflytek2024	AE		log-mel spectrogram	mixup	average		2
18	Wang_iflytek_task2_2	Wangiflytek2024	AE		log-mel spectrogram	mixup	average		2
20	Wang_iflytek_task2_3	Wangiflytek2024	AE		log-mel spectrogram	mixup	average		2
31	Wang_iflytek_task2_4	Wangiflytek2024	AE		log-mel spectrogram	mixup	average		2
10	Yang_IND_task2_1	YangIND2024	VAE, k-means		MFCC	mixup
16	Yang_IND_task2_2	YangIND2024	VAE, k-means		MFCC	mixup
17	Yang_IND_task2_3	YangIND2024	VAE, k-means		MFCC	mixup
29	Yang_IND_task2_4	YangIND2024	VAE, k-means		MFCC	mixup

Technical reports