Image Attribution on CelebA

Metric: Deletion AUC score (ArcFace ResNet-101) (higher is better)

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#	Model↕	Deletion AUC score (ArcFace ResNet-101)▼	Extra Data	Paper	Date↕	Code
1	Grad-CAM	0.2865	No	Grad-CAM: Visual Explanations from Deep Networks...	2016-10-07	Code
2	LIME	0.1484	No	"Why Should I Trust You?": Explaining the Predic...	2016-02-16	Code
3	Saliency	0.1453	No	Deep Inside Convolutional Networks: Visualising ...	2013-12-20	Code
4	RISE	0.1444	No	RISE: Randomized Input Sampling for Explanation ...	2018-06-19	Code
5	Kernel SHAP	0.1409	No	A Unified Approach to Interpreting Model Predict...	2017-05-22	Code
6	HSIC-Attribution	0.1151	No	Making Sense of Dependence: Efficient Black-box ...	2022-06-13	Code
7	SMDL-Attribution (ICLR version)	0.1054	No	Less is More: Fewer Interpretable Region via Sub...	2024-02-14	Code
8	Integrated Gradients	0.068	No	Axiomatic Attribution for Deep Networks	2017-03-04	Code

#1Grad-CAMSOTA
0.2865
Deletion AUC score (ArcFace ResNet-101)· 2016-10-07
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Code
#2LIMESOTA
0.1484
Deletion AUC score (ArcFace ResNet-101)· 2016-02-16
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Code
#3SaliencySOTA
0.1453
Deletion AUC score (ArcFace ResNet-101)· 2013-12-20
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps Code
#4RISE
0.1444
Deletion AUC score (ArcFace ResNet-101)· 2018-06-19
RISE: Randomized Input Sampling for Explanation of Black-box Models Code
#5Kernel SHAP
0.1409
Deletion AUC score (ArcFace ResNet-101)· 2017-05-22
A Unified Approach to Interpreting Model Predictions Code
#6HSIC-Attribution
0.1151
Deletion AUC score (ArcFace ResNet-101)· 2022-06-13
Making Sense of Dependence: Efficient Black-box Explanations Using Dependence Measure Code
#7SMDL-Attribution (ICLR version)
0.1054
Deletion AUC score (ArcFace ResNet-101)· 2024-02-14
Less is More: Fewer Interpretable Region via Submodular Subset Selection Code
#8Integrated Gradients
0.068
Deletion AUC score (ArcFace ResNet-101)· 2017-03-04
Axiomatic Attribution for Deep Networks Code