SOTAVerified

Image Attribution

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–26 of 26 papers

TitleStatusHype
Less is More: Fewer Interpretable Region via Submodular Subset SelectionCode2
What the DAAM: Interpreting Stable Diffusion Using Cross AttentionCode2
Axiomatic Attribution for Deep NetworksCode1
RepMix: Representation Mixing for Robust Attribution of Synthesized ImagesCode1
Making Sense of Dependence: Efficient Black-box Explanations Using Dependence MeasureCode1
"Why Should I Trust You?": Explaining the Predictions of Any ClassifierCode1
Deepfake Network Architecture AttributionCode1
RISE: Randomized Input Sampling for Explanation of Black-box ModelsCode1
Reverse Engineering of Generative Models: Inferring Model Hyperparameters from Generated ImagesCode1
Gifsplanation via Latent Shift: A Simple Autoencoder Approach to Counterfactual Generation for Chest X-raysCode1
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based LocalizationCode1
A Unified Approach to Interpreting Model PredictionsCode1
WILD: a new in-the-Wild Image Linkage Dataset for synthetic image attribution—0
ARIA: Adversarially Robust Image Attribution for Content Provenance—0
BOSC: A Backdoor-based Framework for Open Set Synthetic Image Attribution—0
Hide and Seek: How Does Watermarking Impact Face Recognition?—0
I2AM: Interpreting Image-to-Image Latent Diffusion Models via Attribution Maps—0
Learning to Disentangle GAN Fingerprint for Fake Image Attribution—0
OSCAR-Net: Object-centric Scene Graph Attention for Image Attribution—0
Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty—0
Are handcrafted filters helpful for attributing AI-generated images?—0
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency MapsCode0
A Siamese-based Verification System for Open-set Architecture Attribution of Synthetic ImagesCode0
Attributing Fake Images to GANs: Learning and Analyzing GAN FingerprintsCode0
LoRAX: LoRA eXpandable Networks for Continual Synthetic Image AttributionCode0
Detecting Origin Attribution for Text-to-Image Diffusion ModelsCode0
Show:102550
All datasetsCelebACUB-200-2011VGGFace2

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SMDL-Attribution (ICLR version)Insertion AUC score (ArcFace ResNet-101)0.58—Unverified
2RISEInsertion AUC score (ArcFace ResNet-101)0.57—Unverified
3HSIC-AttributionInsertion AUC score (ArcFace ResNet-101)0.57—Unverified
4Kernel SHAPInsertion AUC score (ArcFace ResNet-101)0.52—Unverified
5LIMEInsertion AUC score (ArcFace ResNet-101)0.52—Unverified
6SaliencyInsertion AUC score (ArcFace ResNet-101)0.46—Unverified
7Grad-CAMInsertion AUC score (ArcFace ResNet-101)0.37—Unverified
8Integrated GradientsInsertion AUC score (ArcFace ResNet-101)0.36—Unverified
#ModelMetricClaimedVerifiedStatus
1SMDL-Attribution (ICLR version)Insertion AUC score (ResNet-101)0.73—Unverified
2Grad-CAMInsertion AUC score (ResNet-101)0.72—Unverified
3RISEInsertion AUC score (ResNet-101)0.72—Unverified
4HSIC-AttributionInsertion AUC score (ResNet-101)0.68—Unverified
5LIMEInsertion AUC score (ResNet-101)0.68—Unverified
6Kernel SHAPInsertion AUC score (ResNet-101)0.68—Unverified
7SaliencyInsertion AUC score (ResNet-101)0.66—Unverified
8Integrated GradientsInsertion AUC score (ResNet-101)0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1SMDL-Attribution (ICLR version)Insertion AUC score (ArcFace ResNet-101)0.67—Unverified
2HSIC-AttributionInsertion AUC score (ArcFace ResNet-101)0.67—Unverified
3RISEInsertion AUC score (ArcFace ResNet-101)0.65—Unverified
4LIMEInsertion AUC score (ArcFace ResNet-101)0.62—Unverified
5Kernel SHAPInsertion AUC score (ArcFace ResNet-101)0.61—Unverified
6SaliencyInsertion AUC score (ArcFace ResNet-101)0.56—Unverified
7Integrated GradientsInsertion AUC score (ArcFace ResNet-101)0.54—Unverified
8Grad-CAMInsertion AUC score (ArcFace ResNet-101)0.47—Unverified