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ResearchFormerly WizWand

Cause Discovery for Incorrect Predictions on CUB-200-2011

0.2616Avg Highest Confidence (0-25%)HSIC-Attribution (w/ ours)
0.1271280.1620390.196950.231861Feb 14, 2024
Updated 8mo ago

Evaluation results

MethodLinks
HSIC-Attribution (w/ ours)Backbone=EfficientNetV2-M2024.020.26160.31170.32350.33060.1748
Grad-CAM++ (w/ ours)Backbone=EfficientNetV2-M2024.020.25020.30380.31460.32140.1795
Score-CAM (w/ ours)Backbone=ResNet-1012024.020.24910.33950.37960.40820.1622
HSIC-Attribution (w/ ours)Backbone=MobileNetV22024.020.2460.41420.49130.53670.1922
Score-CAM (w/ ours)Backbone=EfficientNetV2-M2024.020.24420.290.30290.31150.1745
HSIC-Attribution (w/ ours)Backbone=ResNet-1012024.020.2430.35190.39840.45130.1772
Grad-CAM++ (w/ ours)Backbone=ResNet-1012024.020.24240.35750.39340.41930.1672
HSIC-AttributionBackbone=EfficientNetV2-M2024.020.24180.25610.26150.26790.1611
Grad-CAM++Backbone=EfficientNetV2-M2024.020.23380.25490.25980.26590.1605
Score-CAMBackbone=EfficientNetV2-M2024.020.21260.23270.23750.24030.1572
Grad-CAM++Backbone=ResNet-1012024.020.19880.24470.25440.26470.1094
Score-CAMBackbone=ResNet-1012024.020.18960.23230.24490.2510.1073
HSIC-Attribution (w/ ours)Backbone=VGGNet-192024.020.17450.27160.34770.42260.1365
HSIC-AttributionBackbone=ResNet-1012024.020.17090.20910.2250.24930.1446
Grad-CAM++ (w/ ours)Backbone=MobileNetV22024.020.1680.35650.46150.50760.1759
Score-CAM (w/ ours)Backbone=VGGNet-192024.020.16490.26240.34520.42240.1186
HSIC-AttributionBackbone=MobileNetV22024.020.16480.2190.24150.29140.1635
Score-CAM (w/ ours)Backbone=MobileNetV22024.020.16310.34030.42830.48930.1667
Grad-CAM++ (w/ ours)Backbone=VGGNet-192024.020.15950.26150.35210.42630.1304
Grad-CAM++Backbone=MobileNetV22024.020.15840.2820.32230.34620.1284
Score-CAMBackbone=MobileNetV22024.020.15740.24560.29480.31410.1195
HSIC-AttributionBackbone=VGGNet-192024.020.14560.17430.19060.24830.1297
Score-CAMBackbone=VGGNet-192024.020.13490.21250.25830.30580.1057
Grad-CAM++Backbone=VGGNet-192024.020.13230.2130.24270.29250.1211