Title
Using generative AI to investigate medical imagery models and datasets Oran Lang Doron Stupp I. Traynis Heather Cole-Lewis Chloe R. Bennett ... Avinatan Hassidim Yossi Matias Yun-hui Liu N. Hammel Boris Babenko MedIm 11 21 0 01 Jun 2023
Diffusion Brush: A Latent Diffusion Model-based Editing Tool for AI-generated Images Peyman Gholami R. Xiao DiffM 14 2 0 31 May 2023
Discover and Cure: Concept-aware Mitigation of Spurious Correlation Shirley Wu Mert Yuksekgonul Linjun Zhang James Y. Zou 65 54 0 01 May 2023
StyleGenes: Discrete and Efficient Latent Distributions for GANs Evangelos Ntavelis Mohamad Shahbazi I. Kastanis Radu Timofte Martin Danelljan Luc Van Gool 30 1 0 30 Apr 2023
Zero-shot Model Diagnosis Jinqi Luo Zhaoning Wang Chen Henry Wu Dong Huang Fernando De la Torre VLM 11 20 0 27 Mar 2023
Semantic Image Attack for Visual Model Diagnosis Jinqi Luo Zhaoning Wang Chenhuan Wu Dong Huang Fernando De la Torre AAML 17 1 0 23 Mar 2023
StyleDiff: Attribute Comparison Between Unlabeled Datasets in Latent Disentangled Space Keisuke Kawano Takuro Kutsuna Ryoko Tokuhisa Akihiro Nakamura Yasushi Esaki 12 0 0 09 Mar 2023
GANterfactual-RL: Understanding Reinforcement Learning Agents' Strategies through Visual Counterfactual Explanations Tobias Huber Maximilian Demmler Silvan Mertes Matthew Lyle Olson Elisabeth André 4 13 0 24 Feb 2023
Attribute-Specific Manipulation Based on Layer-Wise Channels Yuanjie Yan Jian Zhao S. Furao 13 0 0 18 Feb 2023
Shortcut Detection with Variational Autoencoders Nicolas M. Muller Simon Roschmann Shahbaz Khan Philip Sperl Konstantin Böttinger AAML DRL 16 1 0 08 Feb 2023
A Survey of Explainable AI in Deep Visual Modeling: Methods and Metrics Naveed Akhtar XAI VLM 14 7 0 31 Jan 2023
Img2Tab: Automatic Class Relevant Concept Discovery from StyleGAN Features for Explainable Image Classification Y. Song S. K. Shyn Kwang-su Kim VLM 19 5 0 16 Jan 2023
A Whac-A-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others Zhiheng Li Ivan Evtimov Albert Gordo C. Hazirbas Tal Hassner Cristian Canton Ferrer Chenliang Xu Mark Ibrahim 26 68 0 09 Dec 2022
OCTET: Object-aware Counterfactual Explanations Mehdi Zemni Mickaël Chen Éloi Zablocki H. Ben-younes Patrick Pérez Matthieu Cord AAML 19 29 0 22 Nov 2022
Clarity: an improved gradient method for producing quality visual counterfactual explanations Claire Theobald Frédéric Pennerath Brieuc Conan-Guez Miguel Couceiro Amedeo Napoli BDL 28 0 0 22 Nov 2022
Deep Learning Generates Synthetic Cancer Histology for Explainability and Education J. Dolezal Rachelle Wolk Hanna M. Hieromnimon Frederick M. Howard Andrew Srisuwananukorn ... A. Husain Huihua Li Robert L. Grossman N. Cipriani A. Pearson MedIm 17 40 0 12 Nov 2022
Fair Visual Recognition via Intervention with Proxy Features Yi Zhang Jitao Sang Junyan Wang 11 1 0 02 Nov 2022
Augmentation by Counterfactual Explanation -- Fixing an Overconfident Classifier Sumedha Singla Nihal Murali Forough Arabshahi Sofia Triantafyllou Kayhan Batmanghelich CML 41 4 0 21 Oct 2022
Describing Sets of Images with Textual-PCA Oded Hupert Idan Schwartz Lior Wolf CoGe 29 1 0 21 Oct 2022
Diffusion Visual Counterfactual Explanations Maximilian Augustin Valentyn Boreiko Francesco Croce Matthias Hein DiffM BDL 22 67 0 21 Oct 2022
Imagic: Text-Based Real Image Editing with Diffusion Models Bahjat Kawar Shiran Zada Oran Lang Omer Tov Hui-Tang Chang Tali Dekel Inbar Mosseri Michal Irani 11 1,033 0 17 Oct 2022
Self-supervised debiasing using low rank regularization Geon Yeong Park Chanyong Jung Sangmin Lee Jong Chul Ye Sang Wan Lee CML SSL 21 3 0 11 Oct 2022
On Biased Behavior of GANs for Face Verification Sasikanth Kotti Mayank Vatsa Richa Singh CVBM 14 1 0 27 Aug 2022
Mind the Gap in Distilling StyleGANs Guodong Xu Yuenan Hou Ziwei Liu Chen Change Loy GAN 20 13 0 18 Aug 2022
Discover and Mitigate Unknown Biases with Debiasing Alternate Networks Zhiheng Li A. Hoogs Chenliang Xu 25 49 0 20 Jul 2022
CheXplaining in Style: Counterfactual Explanations for Chest X-rays using StyleGAN Matan Atad V. Dmytrenko Yitong Li Xinyue Zhang Matthias Keicher Jan Kirschke Bene Wiestler Ashkan Khakzar Nassir Navab MedIm 6 22 0 15 Jul 2022
Towards a More Rigorous Science of Blindspot Discovery in Image Classification Models Gregory Plumb Nari Johnson Ángel Alexander Cabrera Ameet Talwalkar 27 5 0 08 Jul 2022
GLANCE: Global to Local Architecture-Neutral Concept-based Explanations Avinash Kori Ben Glocker Francesca Toni 11 6 0 05 Jul 2022
Hierarchical Symbolic Reasoning in Hyperbolic Space for Deep Discriminative Models Ainkaran Santhirasekaram Avinash Kori A. Rockall Mathias Winkler Francesca Toni Ben Glocker FAtt 27 4 0 05 Jul 2022
Explaining Image Classifiers Using Contrastive Counterfactuals in Generative Latent Spaces Kamran Alipour Aditya Lahiri Ehsan Adeli Babak Salimi M. Pazzani CML 9 7 0 10 Jun 2022
Diffeomorphic Counterfactuals with Generative Models Ann-Kathrin Dombrowski Jan E. Gerken Klaus-Robert Muller Pan Kessel DiffM BDL 14 15 0 10 Jun 2022
Mitigating Dataset Bias by Using Per-sample Gradient Sumyeong Ahn Seongyoon Kim Se-Young Yun 38 20 0 31 May 2022
Post-hoc Concept Bottleneck Models Mert Yuksekgonul Maggie Wang James Y. Zou 133 182 0 31 May 2022
Evidence for Hypodescent in Visual Semantic AI Robert Wolfe M. Banaji Aylin Caliskan VLM 25 35 0 22 May 2022
Is explainable AI a race against model complexity? Advait Sarkar LRM 21 14 0 17 May 2022
Sparse Visual Counterfactual Explanations in Image Space Valentyn Boreiko Maximilian Augustin Francesco Croce Philipp Berens Matthias Hein BDL CML 23 25 0 16 May 2022
medXGAN: Visual Explanations for Medical Classifiers through a Generative Latent Space Amil Dravid Florian Schiffers Boqing Gong Aggelos K. Katsaggelos GAN MedIm 12 9 0 11 Apr 2022
Arbitrary-Scale Image Synthesis Evangelos Ntavelis Mohamad Shahbazi I. Kastanis Radu Timofte Martin Danelljan Luc Van Gool 13 22 0 05 Apr 2022
Provable concept learning for interpretable predictions using variational autoencoders Armeen Taeb Nicolò Ruggeri Carina Schnuck Fanny Yang 67 5 0 01 Apr 2022
StyleT2I: Toward Compositional and High-Fidelity Text-to-Image Synthesis Zhiheng Li Martin Renqiang Min K. Li Chenliang Xu EGVM 12 39 0 29 Mar 2022
Making Heads or Tails: Towards Semantically Consistent Visual Counterfactuals Simon Vandenhende D. Mahajan Filip Radenovic Deepti Ghadiyaram 9 30 0 24 Mar 2022
Review of Disentanglement Approaches for Medical Applications -- Towards Solving the Gordian Knot of Generative Models in Healthcare Jana Fragemann Lynton Ardizzone Jan Egger Jens Kleesiek DRL MedIm 17 10 0 21 Mar 2022
A Typology for Exploring the Mitigation of Shortcut Behavior Felix Friedrich Wolfgang Stammer P. Schramowski Kristian Kersting LLMAG 14 9 0 04 Mar 2022
State-of-the-Art in the Architecture, Methods and Applications of StyleGAN Amit H. Bermano Rinon Gal Yuval Alaluf Ron Mokady Yotam Nitzan Omer Tov Or Patashnik Daniel Cohen-Or 22 79 0 28 Feb 2022
Self-Distilled StyleGAN: Towards Generation from Internet Photos Ron Mokady Michal Yarom Omer Tov Oran Lang Daniel Cohen-Or Tali Dekel Michal Irani Inbar Mosseri 22 44 0 24 Feb 2022
Region-Based Semantic Factorization in GANs Jiapeng Zhu Yujun Shen Yinghao Xu Deli Zhao Qifeng Chen 8 35 0 19 Feb 2022
FairStyle: Debiasing StyleGAN2 with Style Channel Manipulations Cemre Karakas Alara Dirik Eylül Yalçınkaya Pinar Yanardag 11 29 0 13 Feb 2022
Which Style Makes Me Attractive? Interpretable Control Discovery and Counterfactual Explanation on StyleGAN B. Li Qiulin Wang Jiquan Pei Yu Yang Xiangyang Ji CVBM 17 3 0 24 Jan 2022
Latent Space Smoothing for Individually Fair Representations Momchil Peychev Anian Ruoss Mislav Balunović Maximilian Baader Martin Vechev FaML 12 18 0 26 Nov 2021
STEEX: Steering Counterfactual Explanations with Semantics P. Jacob Éloi Zablocki H. Ben-younes Mickaël Chen P. Pérez Matthieu Cord 16 42 0 17 Nov 2021