SOTAVerified|Agents Browse Leaderboard About

Image Attribution

Image attribution algorithms aim to identify important regions that are highly relevant to model decisions.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 26 papers

Title	Date	Tasks	Status	Hype
Less is More: Fewer Interpretable Region via Submodular Subset Selection	Feb 14, 2024	Error UnderstandingImage Attribution	CodeCode Available	2
What the DAAM: Interpreting Stable Diffusion Using Cross Attention	Oct 10, 2022	DenoisingDescriptive	CodeCode Available	2
Reverse Engineering of Generative Models: Inferring Model Hyperparameters from Generated Images	Jun 15, 2021	DeepFake DetectionFace Swapping	CodeCode Available	1
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization	Oct 7, 2016	General ClassificationImage Attribution	CodeCode Available	1
Axiomatic Attribution for Deep Networks	Mar 4, 2017	Explainable artificial intelligenceImage Attribution	CodeCode Available	1
RepMix: Representation Mixing for Robust Attribution of Synthesized Images	Jul 5, 2022	Image Attribution	CodeCode Available	1
Gifsplanation via Latent Shift: A Simple Autoencoder Approach to Counterfactual Generation for Chest X-rays	Feb 18, 2021	counterfactualImage Attribution	CodeCode Available	1
Deepfake Network Architecture Attribution	Feb 28, 2022	AttributeDeepFake Detection	CodeCode Available	1
A Unified Approach to Interpreting Model Predictions	May 22, 2017	Feature ImportanceImage Attribution	CodeCode Available	1
Making Sense of Dependence: Efficient Black-box Explanations Using Dependence Measure	Jun 13, 2022	Error UnderstandingImage Attribution	CodeCode Available	1

Show:10 25 50

← PrevPage 1 of 3Next →

All datasets CelebA CUB-200-2011 VGGFace2

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SMDL-Attribution (ICLR version)	Insertion AUC score (ArcFace ResNet-101)	0.58	—	Unverified
2	RISE	Insertion AUC score (ArcFace ResNet-101)	0.57	—	Unverified
3	HSIC-Attribution	Insertion AUC score (ArcFace ResNet-101)	0.57	—	Unverified
4	LIME	Insertion AUC score (ArcFace ResNet-101)	0.52	—	Unverified
5	Kernel SHAP	Insertion AUC score (ArcFace ResNet-101)	0.52	—	Unverified
6	Saliency	Insertion AUC score (ArcFace ResNet-101)	0.46	—	Unverified
7	Grad-CAM	Insertion AUC score (ArcFace ResNet-101)	0.37	—	Unverified
8	Integrated Gradients	Insertion AUC score (ArcFace ResNet-101)	0.36	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SMDL-Attribution (ICLR version)	Insertion AUC score (ResNet-101)	0.73	—	Unverified
2	Grad-CAM	Insertion AUC score (ResNet-101)	0.72	—	Unverified
3	RISE	Insertion AUC score (ResNet-101)	0.72	—	Unverified
4	HSIC-Attribution	Insertion AUC score (ResNet-101)	0.68	—	Unverified
5	LIME	Insertion AUC score (ResNet-101)	0.68	—	Unverified
6	Kernel SHAP	Insertion AUC score (ResNet-101)	0.68	—	Unverified
7	Saliency	Insertion AUC score (ResNet-101)	0.66	—	Unverified
8	Integrated Gradients	Insertion AUC score (ResNet-101)	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SMDL-Attribution (ICLR version)	Insertion AUC score (ArcFace ResNet-101)	0.67	—	Unverified
2	HSIC-Attribution	Insertion AUC score (ArcFace ResNet-101)	0.67	—	Unverified
3	RISE	Insertion AUC score (ArcFace ResNet-101)	0.65	—	Unverified
4	LIME	Insertion AUC score (ArcFace ResNet-101)	0.62	—	Unverified
5	Kernel SHAP	Insertion AUC score (ArcFace ResNet-101)	0.61	—	Unverified
6	Saliency	Insertion AUC score (ArcFace ResNet-101)	0.56	—	Unverified
7	Integrated Gradients	Insertion AUC score (ArcFace ResNet-101)	0.54	—	Unverified
8	Grad-CAM	Insertion AUC score (ArcFace ResNet-101)	0.47	—	Unverified