Attribution Faithfulness on Oxford-IIIT Pet benchmark leaderboard · SOTA2 Research

Attribution Faithfulness on Oxford-IIIT Pet

81.7Insertion AUCLAC

Evaluation Results

Method	Links
LAC2026.04		81.7	38.4	—
Grad-CAM2026.04		74.6	64.1	—
Score-CAM2026.04		74	57.1	—
Grad-CAM++2026.04		69.8	65.4	—
SIG2026.05		0.727	0.0739	65.32
BIG2026.05		0.691	0.0658	62.52
IG22026.05		0.6832	0.0772	60.6
SIG2026.05		0.6237	0.1027	52.1
BIG2026.05		0.6228	0.0766	54.62
SAMP2026.05		0.6162	0.0805	53.57
SIG2026.05		0.6114	0.0784	53.3
IG2026.05		0.606	0.0802	52.58
BIG2026.05		0.5922	0.0676	52.46
MIG2026.05		0.5829	0.082	50.09
EIG2026.05		0.5751	0.0898	48.53
SAMP2026.05		0.5655	0.0904	47.51
GIG2026.05		0.555	0.0841	47.09
AGI2026.05		0.5345	0.0898	44.47
SAMP2026.05		0.5315	0.0661	46.55
IG22026.05		0.5315	0.1042	42.73
IG22026.05		0.5264	0.1441	38.23
IG2026.05		0.5186	0.1396	37.9
G × I2026.05		0.5174	0.1114	40.6
GIG2026.05		0.5093	0.1459	36.34
MIG2026.05		0.4982	0.1396	35.86
EIG2026.05		0.4946	0.1529	34.17
GIG2026.05		0.488	0.1294	35.86
IG2026.05		0.4748	0.1309	34.38
MIG2026.05		0.4652	0.1378	32.73
EIG2026.05		0.4646	0.1417	32.28
AGI2026.05		0.4589	0.1207	33.81
AGI2026.05		0.4453	0.1667	27.87
G × I2026.05		0.4378	0.1994	23.84
G × I2026.05		0.394	0.1685	22.55