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Attribution Faithfulness on ImageNet

51.77Deletion Score

Rollout

Updated 1mo ago

Evaluation Results

Method	Links
Rollout 2026.03		51.77	52.32	0.54
IxG+ 2026.03		50.67	61.95	11.28
IxG+ 2026.03		50.63	59.43	8.81
IxG+ 2026.03		45.73	51.75	6.01
Rollout 2026.03		43.36	50.29	6.93
MUTEX 2026.03		43.21	59.95	16.74
MUTEX 2026.03		42.51	60.55	18.04
MDA 2026.03		40.97	57.86	16.89
Rollout 2026.03		40.01	64.05	24.04
MUTEX 2026.03		38.46	55.48	17.02
MDA 2026.03		38.09	54.93	16.84
Libra IxG+ 2026.03		36.94	66.86	29.92
Libra IxG+ 2026.03		35.72	66.88	31.17
MDA 2026.03		34.53	66.46	31.93
T-Attr 2026.03		34.39	66.21	31.82
ViT-CX 2026.03		33.98	63.77	29.79
ViT-CX 2026.03		33.44	66.93	33.49
T-Attr 2026.03		33.29	65.7	32.41
Libra IxG+ 2026.03		32.7	62.25	29.55
TAM 2026.03		31.74	69.2	37.45
TAM 2026.03		31.72	66.55	34.82
Grad-CAM 2026.03		30.94	68.28	37.35
Grad-CAM 2026.03		30.7	61.41	30.71
T-Attr 2026.03		30.23	60.06	29.83
TAM 2026.03		30.11	61.52	31.41
CAAP 2026.03		29.14	69.9	40.76
ViT-CX 2026.03		28.84	61.42	32.58
Grad-CAM 2026.03		27.35	67.17	39.83
CAAP 2026.03		27.25	64.19	36.94
CAAP 2026.03		26.66	68.23	34.75