Concept Erasure on Snoopy, Mickey, Spongebob, Pikachu, Hello Kitty, and MS-COCO benchmark leaderboard · SOTA2 Research

Concept Erasure on Snoopy, Mickey, Spongebob, Pikachu, Hello Kitty, and MS-COCO

28.51Snoopy Concept Score (CS)SD v1.4

Evaluation Results

Method	Links
SD v1.42025.03		28.51	—	26.62	—	27.3	—	27.44	—	27.77	—	26.53	—
ConAbl2025.03		25.44	98.38	26.63	37.08	26.95	38.92	27.47	26.14	27.65	36.52	26.4	21.2
ConAbl2025.03		24.92	112.66	26.46	63.95	25.12	102.68	27.36	46.47	27.72	48.24	26.37	26.71
SPM2025.03		23.72	116.26	26.62	31.21	27.21	31.96	27.41	19.82	27.8	30.95	26.47	20.71
SPM2025.03		23.72	116.26	26.55	43.03	26.84	42.96	27.38	25.95	27.71	42.53	26.48	20.86
SPEED2025.03		23.69	103.33	23.93	86.55	21.39	109.28	27.47	21.4	27.76	26.22	26.51	24.99
SPEED2025.03		23.5	108.51	26.67	23.41	27.31	24.64	27.48	16.81	27.82	21.74	26.48	19.95
UCE2025.03		23.29	101.4	24.63	88.11	19.08	140.4	27.45	29.2	27.82	38.15	26.3	28.71
UCE2025.03		23.19	102.86	26.64	24.87	27.29	29.86	27.47	19.06	27.75	27.86	26.46	22.18
SPM2025.03		22.86	125.66	22.08	123.2	20.92	153.36	27.45	37.51	27.63	46.63	26.48	25.47
SPM2025.03		21.8	137.98	20.86	139.48	20.19	163.21	26.68	66.15	26.24	85.35	26.33	25.05
MACE2025.03		20.9	165.74	23.46	105.97	23.35	102.77	26.05	65.71	26.05	75.42	26.09	42.62
MACE2025.03		19.86	175.43	19.35	140.13	20.12	143.17	19.76	110.12	21.03	128.56	23.39	66.39
RECE2025.03		18.38	151.46	26.62	26.63	27.23	34.42	27.47	21.99	27.78	32.35	26.39	25.61
RECE2025.03		18.17	155.26	18.87	149.77	16.23	178.55	27.34	40.52	27.71	52.06	26.32	32.51