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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 21–26 of 26 papers

Title	Date	Tasks	Status	Hype
Are handcrafted filters helpful for attributing AI-generated images?	Jul 19, 2024	AttributeImage Attribution	—Unverified	0
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps	Dec 20, 2013	General ClassificationImage Attribution	CodeCode Available	0
A Siamese-based Verification System for Open-set Architecture Attribution of Synthetic Images	Jul 19, 2023	AttributeImage Attribution	CodeCode Available	0
Attributing Fake Images to GANs: Learning and Analyzing GAN Fingerprints	Nov 20, 2018	Image AttributionImage Generation	CodeCode Available	0
LoRAX: LoRA eXpandable Networks for Continual Synthetic Image Attribution	Apr 10, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	0
Detecting Origin Attribution for Text-to-Image Diffusion Models	Mar 28, 2024	Fake Image DetectionImage Attribution	CodeCode Available	0

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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