Concept Erasure on CIFAR-10 (test) benchmark leaderboard · SOTA2 Research

Concept Erasure on CIFAR-10 (test)

91.33Class Accuracy: airplaneUCE

Evaluation Results

Method	Links
UCE2025.12		91.33	98	92.67	96.67	98	98.67	93.33	97.33	90	96	95.2
Receler2025.12		84	87.33	82	68	66.67	82.67	84	84.67	77.33	73.33	79
ESD2025.12		71.33	81.33	56	48.67	34	58	81.33	58	54.67	30	57.33
Receler2025.12		70	66.67	33.33	33.33	46	48	71.33	40.67	56.67	78	54.5
ESD2025.12		60.67	83.33	37.33	33.33	32	46	80	43.33	58.67	56.67	53.13
UCE2025.12		54	70	32.67	60.67	54.67	41.33	75.33	43.33	34.67	92	58.87
ESD2025.12		51.33	73.33	24.67	34.67	16	40	62	29.33	39.33	36	40.67
ESD2025.12		46.67	74	16.67	32	35.33	34	57.33	27.33	32.67	38.67	39.47
Receler2025.12		43.33	73.33	36.67	40	26	50	56.67	43.33	27.33	51.33	44.8
UCE2025.12		40.67	74	11.33	28	30	30	50	25.33	24.67	33.33	34.73
UCE2025.12		37.33	84	46	68.67	47.33	70.67	65.33	44	56	28	54.73
Receler2025.12		36.67	60	23.33	26.67	30	32	57.33	30	32	32.67	36.07
ESD2025.12		34	68.67	16	25.33	25.33	28	49.33	25.33	28.67	20	32.07
UCE2025.12		31.33	74	20.67	8	15.33	21.33	63.33	30	37.33	68	36.93
ESD2025.12		30.67	68.67	24.67	28	24.67	24	55.33	42.67	36.67	24.67	35.74
Receler2025.12		28.67	69.33	12	17.33	23.33	12	50.67	23.33	24.67	26	28
UCE2025.12		26	63.33	11.33	14.67	12.67	23.33	44	18.67	24	19.33	25.73
Receler2025.12		24	62.67	39.33	43.33	27.33	43.33	44	40	42	13.33	37.93
ESD2025.12		23.33	62	20	30	11.33	32	43.33	23.33	39.33	5.33	29
ESD2025.12		20.67	51.33	14	20	14	18	36.67	22	30.67	6.67	23.4
UCE2025.12		16.67	45.33	23.33	40	21.33	26	51.33	35.33	31.33	34	33.4
Receler2025.12		16	52	20	20	12.67	30.67	37.33	30.67	26.67	13.33	25.93
Receler2025.12		14.67	60	7.33	12.67	11.33	5.33	53.33	21.33	24	12	21.07
UCE2025.12		13.33	65.33	12.67	7.33	8	13.33	50	28.67	32	29.33	26