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ResearchFormerly WizWand

Attribution Faithfulness on Oxford-IIIT Pet

81.7Insertion AUCLAC
-2.8582419.0943841.04762.99962Apr 30, 2026May 3, 2026May 6, 2026May 9, 2026May 12, 2026May 15, 2026May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LACBackbone=ConvNeXt-Base2026.0481.738.4—
Grad-CAMBackbone=ConvNeXt-Base2026.0474.664.1—
Score-CAMBackbone=ConvNeXt-Base2026.047457.1—
Grad-CAM++Backbone=ConvNeXt-Base2026.0469.865.4—
SIGBackbone=VGG162026.050.7270.073965.32
BIGBackbone=VGG162026.050.6910.065862.52
IG2Backbone=VGG162026.050.68320.077260.6
SIGBackbone=ResNet182026.050.62370.102752.1
BIGBackbone=ResNet182026.050.62280.076654.62
SAMPBackbone=VGG162026.050.61620.080553.57
SIGBackbone=InceptionV32026.050.61140.078453.3
IGBackbone=VGG162026.050.6060.080252.58
BIGBackbone=InceptionV32026.050.59220.067652.46
MIGBackbone=VGG162026.050.58290.08250.09
EIGBackbone=VGG162026.050.57510.089848.53
SAMPBackbone=InceptionV32026.050.56550.090447.51
GIGBackbone=VGG162026.050.5550.084147.09
AGIBackbone=VGG162026.050.53450.089844.47
SAMPBackbone=ResNet182026.050.53150.066146.55
IG2Backbone=InceptionV32026.050.53150.104242.73
IG2Backbone=ResNet182026.050.52640.144138.23
IGBackbone=ResNet182026.050.51860.139637.9
G × IBackbone=VGG162026.050.51740.111440.6
GIGBackbone=ResNet182026.050.50930.145936.34
MIGBackbone=ResNet182026.050.49820.139635.86
EIGBackbone=ResNet182026.050.49460.152934.17
GIGBackbone=InceptionV32026.050.4880.129435.86
IGBackbone=InceptionV32026.050.47480.130934.38
MIGBackbone=InceptionV32026.050.46520.137832.73
EIGBackbone=InceptionV32026.050.46460.141732.28
AGIBackbone=InceptionV32026.050.45890.120733.81
AGIBackbone=ResNet182026.050.44530.166727.87
G × IBackbone=ResNet182026.050.43780.199423.84
G × IBackbone=InceptionV32026.050.3940.168522.55