Title
Discovering Concept Directions from Diffusion-based Counterfactuals via Latent Clustering Payal Varshney Adriano Lucieri Christoph Balada Andreas Dengel Sheraz Ahmed DiffM 16 0 0 11 May 2025
CognitionNet: A Collaborative Neural Network for Play Style Discovery in Online Skill Gaming Platform Rukma Talwadker Surajit Chakrabarty Aditya Pareek Tridib Mukherjee Deepak Saini 41 6 0 01 May 2025
Towards Generalized and Training-Free Text-Guided Semantic Manipulation Yu Hong Xiao Cai Pengpeng Zeng Shuai Zhang Jingkuan Song Lianli Gao H. Shen DiffM 29 0 0 24 Apr 2025
Unifying Image Counterfactuals and Feature Attributions with Latent-Space Adversarial Attacks Jeremy Goldwasser Giles Hooker AAML 19 0 0 21 Apr 2025
Teaching Humans Subtle Differences with DIFFusion Mia Chiquier Orr Avrech Yossi Gandelsman Berthy T. Feng Katherine L. Bouman Carl Vondrick DiffM 46 0 0 10 Apr 2025
Leveraging Vision-Language Foundation Models to Reveal Hidden Image-Attribute Relationships in Medical Imaging Amar Kumar Anita Kriz Barak Pertzov Tal Arbel MedIm 51 0 0 30 Mar 2025
Language-Guided Trajectory Traversal in Disentangled Stable Diffusion Latent Space for Factorized Medical Image Generation Zahra Tehraninasab Amar Kumar Tal Arbel MedIm 44 0 0 30 Mar 2025
Towards Locally Explaining Prediction Behavior via Gradual Interventions and Measuring Property Gradients Niklas Penzel Joachim Denzler FAtt 46 0 0 07 Mar 2025
DiffEx: Explaining a Classifier with Diffusion Models to Identify Microscopic Cellular Variations Anis Bourou Saranga Kingkor Mahanta Thomas Boyer Valérie Mezger Auguste Genovesio MedIm 55 0 0 12 Feb 2025
Faithful Counterfactual Visual Explanations (FCVE) Bismillah Khan Syed Ali Tariq Tehseen Zia Muhammad Ahsan David Windridge 31 0 0 12 Jan 2025
Accurate Explanation Model for Image Classifiers using Class Association Embedding Ruitao Xie Jingbang Chen Limai Jiang Rui Xiao Yi-Lun Pan Yunpeng Cai 47 4 0 31 Dec 2024
Help Me Identify: Is an LLM+VQA System All We Need to Identify Visual Concepts? Shailaja Keyur Sampat Maitreya Patel Yezhou Yang Chitta Baral 11 0 0 17 Oct 2024
Rethinking Visual Counterfactual Explanations Through Region Constraint Bartlomiej Sobieski Jakub Grzywaczewski Bartlomiej Sadlej Matthew Tivnan P. Biecek CML 41 0 0 16 Oct 2024
Unsupervised Model Diagnosis Yinong Wang Eileen Li Jinqi Luo Zhaoning Wang Fernando De la Torre AAML 16 1 0 08 Oct 2024
SparseVLM: Visual Token Sparsification for Efficient Vision-Language Model Inference Yuan Zhang Chun-Kai Fan Junpeng Ma Wenzhao Zheng Tao Huang ... Denis A. Gudovskiy Tomoyuki Okuno Yohei Nakata Kurt Keutzer Shanghang Zhang VLM 18 37 0 06 Oct 2024
Explaining an image classifier with a generative model conditioned by uncertainty Adrien Le Coz Stéphane Herbin Faouzi Adjed 26 0 0 02 Oct 2024
Leveraging generative models to characterize the failure conditions of image classifiers Adrien Le Coz Stéphane Herbin Faouzi Adjed GAN 22 1 0 01 Oct 2024
Linking in Style: Understanding learned features in deep learning models Maren H. Wehrheim Pamela Osuna-Vargas Matthias Kaschube GAN 17 0 0 25 Sep 2024
TACE: Tumor-Aware Counterfactual Explanations Eleonora Beatrice Rossi Eleonora Lopez Danilo Comminiello MedIm 16 0 0 19 Sep 2024
The Gaussian Discriminant Variational Autoencoder (GdVAE): A Self-Explainable Model with Counterfactual Explanations Anselm Haselhoff Kevin Trelenberg Fabian Küppers Jonas Schneider 16 1 0 19 Sep 2024
Towards certifiable AI in aviation: landscape, challenges, and opportunities Hymalai Bello Daniel Geißler L. Ray Stefan Muller-Divéky Peter Muller Shannon Kittrell Mengxi Liu Bo Zhou Paul Lukowicz 24 1 0 13 Sep 2024
Improving Robustness to Multiple Spurious Correlations by Multi-Objective Optimization Nayeong Kim Juwon Kang Sungsoo Ahn Jungseul Ok Suha Kwak 24 0 0 05 Sep 2024
Hand1000: Generating Realistic Hands from Text with Only 1,000 Images Haozhuo Zhang B. Zhu Yu Cao Y. Hao VLM 28 2 0 28 Aug 2024
DocXplain: A Novel Model-Agnostic Explainability Method for Document Image Classification S. Saifullah S. Agne Andreas Dengel Sheraz Ahmed 26 0 0 04 Jul 2024
Restyling Unsupervised Concept Based Interpretable Networks with Generative Models Jayneel Parekh Quentin Bouniot Pavlo Mozharovskyi A. Newson Florence dÁlché-Buc SSL 51 1 0 01 Jul 2024
Intersectional Unfairness Discovery Gezheng Xu Qi Chen Charles X. Ling Boyu Wang Changjian Shui 39 2 0 31 May 2024
Streamlining Image Editing with Layered Diffusion Brushes Peyman Gholami Robert Xiao DiffM 16 1 0 01 May 2024
Global Counterfactual Directions Bartlomiej Sobieski P. Biecek DiffM 56 5 0 18 Apr 2024
Generating Counterfactual Trajectories with Latent Diffusion Models for Concept Discovery Payal Varshney Adriano Lucieri Christoph Balada Andreas Dengel Sheraz Ahmed MedIm DiffM 36 3 0 16 Apr 2024
Identification of Fine-grained Systematic Errors via Controlled Scene Generation Valentyn Boreiko Matthias Hein J. H. Metzen 19 1 0 10 Apr 2024
Fashion Style Editing with Generative Human Prior Chaerin Kong Seungyong Lee Soohyeok Im Wonsuk Yang 41 0 0 02 Apr 2024
A survey on Concept-based Approaches For Model Improvement Avani Gupta P. J. Narayanan LRM 19 5 0 21 Mar 2024
Discover and Mitigate Multiple Biased Subgroups in Image Classifiers Zeliang Zhang Mingqian Feng Zhiheng Li Chenliang Xu 44 8 0 19 Mar 2024
Disentangling representations of retinal images with generative models Sarah Muller Lisa M. Koch Hendrik P. A. Lensch Philipp Berens MedIm 32 2 0 29 Feb 2024
Context-aware Talking Face Video Generation Meidai Xuanyuan Yuwang Wang Honglei Guo Qionghai Dai DiffM 27 0 0 28 Feb 2024
Common-Sense Bias Modeling for Classification Tasks Miao Zhang Zee fryer Ben Colman Ali Shahriyari Gaurav Bharaj 14 0 0 24 Jan 2024
Diffusion Model Conditioning on Gaussian Mixture Model and Negative Gaussian Mixture Gradient Weiguo Lu Xuan Wu Deng Ding Jinqiao Duan Jirong Zhuang Gangnan Yuan DiffM VLM 20 0 0 20 Jan 2024
MICA: Towards Explainable Skin Lesion Diagnosis via Multi-Level Image-Concept Alignment Yequan Bie Luyang Luo Hao Chen 24 13 0 16 Jan 2024
Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation Nina Weng Paraskevas Pegios Eike Petersen Aasa Feragen Siavash Bigdeli MedIm CML 24 8 0 21 Dec 2023
Generating Realistic Counterfactuals for Retinal Fundus and OCT Images using Diffusion Models I. Ilanchezian Valentyn Boreiko Laura Kühlewein Ziwei Huang M. Ayhan Matthias Hein Lisa M. Koch Philipp Berens DiffM MedIm 21 4 0 20 Nov 2023
Counterfactual Explanation for Regression via Disentanglement in Latent Space Xuan Zhao Klaus Broelemann Gjergji Kasneci OOD CML BDL 6 1 0 14 Nov 2023
Latent Diffusion Counterfactual Explanations Karim Farid Simon Schrodi Max Argus Thomas Brox DiffM 33 11 0 10 Oct 2023
Interpreting CLIP's Image Representation via Text-Based Decomposition Yossi Gandelsman Alexei A. Efros Jacob Steinhardt VLM 16 80 0 09 Oct 2023
Benign Shortcut for Debiasing: Fair Visual Recognition via Intervention with Shortcut Features Yi Zhang Jitao Sang Junyan Wang D. Jiang Yaowei Wang 9 5 0 13 Aug 2023
LUCID-GAN: Conditional Generative Models to Locate Unfairness Andres Algaba Carmen Mazijn Carina E. A. Prunkl J. Danckaert Vincent Ginis SyDa 19 1 0 28 Jul 2023
Counterfactual Explanation via Search in Gaussian Mixture Distributed Latent Space Xuan Zhao Klaus Broelemann Gjergji Kasneci CML 14 0 0 25 Jul 2023
Improving Out-of-Distribution Robustness of Classifiers via Generative Interpolation Haoyue Bai Ceyuan Yang Yinghao Xu Shueng-Han Gary Chan Bolei Zhou OODD 10 3 0 23 Jul 2023
WBCAtt: A White Blood Cell Dataset Annotated with Detailed Morphological Attributes Satoshi Tsutsui Winnie Pang B. Wen 19 13 0 23 Jun 2023
Out of Distribution Generalization via Interventional Style Transfer in Single-Cell Microscopy Wolfgang M. Pernice Michael Doron A. Quach Aditya Pratapa Sultan Kenjeyev N. Veaux Michio Hirano Juan C. Caicedo OOD 11 6 0 15 Jun 2023
Rosetta Neurons: Mining the Common Units in a Model Zoo Amil Dravid Yossi Gandelsman Alexei A. Efros Assaf Shocher 8 25 0 15 Jun 2023