Error Understanding on CUB-200-2011

Metric: Insertion AUC score (EfficientNetV2-M) (higher is better)

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#	Model↕	Insertion AUC score (EfficientNetV2-M)▼	Extra Data	Paper	Date↕	Code
1	SMDL-Attribution (ICLR version)	0.1748	No	Less is More: Fewer Interpretable Region via Sub...	2024-02-14	Code
2	HSIC-Attribution	0.1611	No	Making Sense of Dependence: Efficient Black-box ...	2022-06-13	Code
3	Grad-CAM++	0.1605	No	Grad-CAM++: Improved Visual Explanations for Dee...	2017-10-30	Code
4	Score-CAM	0.1572	No	Score-CAM: Score-Weighted Visual Explanations fo...	2019-10-03	Code

#1SMDL-Attribution (ICLR version)SOTA
0.1748
Insertion AUC score (EfficientNetV2-M)· 2024-02-14
Less is More: Fewer Interpretable Region via Submodular Subset Selection Code
#2HSIC-AttributionSOTA
0.1611
Insertion AUC score (EfficientNetV2-M)· 2022-06-13
Making Sense of Dependence: Efficient Black-box Explanations Using Dependence Measure Code
#3Grad-CAM++SOTA
0.1605
Insertion AUC score (EfficientNetV2-M)· 2017-10-30
Grad-CAM++: Improved Visual Explanations for Deep Convolutional Networks Code
#4Score-CAM
0.1572
Insertion AUC score (EfficientNetV2-M)· 2019-10-03
Score-CAM: Score-Weighted Visual Explanations for Convolutional Neural Networks Code