Concept Whitening for Interpretable Image Recognition

5 February 2020

Zhi Chen

Papers citing "Concept Whitening for Interpretable Image Recognition"

50 / 189 papers shown

Title
If Concept Bottlenecks are the Question, are Foundation Models the Answer? Nicola Debole Pietro Barbiero Francesco Giannini Andrea Passerini Stefano Teso Emanuele Marconato 131 0 0 28 Apr 2025
Disentangling Polysemantic Channels in Convolutional Neural Networks Robin Hesse Jonas Fischer Simone Schaub-Meyer Stefan Roth FAtt MILM 55 0 0 17 Apr 2025
Leveraging multimodal explanatory annotations for video interpretation with Modality Specific Dataset Elisa Ancarani Julie Tores L. Sassatelli Rémy Sun Hui-Yin Wu F. Precioso 24 0 0 15 Apr 2025
Post-Hoc Concept Disentanglement: From Correlated to Isolated Concept Representations Eren Erogullari Sebastian Lapuschkin Wojciech Samek Frederik Pahde LLMSV CoGe 62 0 0 07 Mar 2025
AxBERT: An Interpretable Chinese Spelling Correction Method Driven by Associative Knowledge Network Fanyu Wang Hangyu Zhu Zhenping Xie 40 0 0 04 Mar 2025
Walking the Web of Concept-Class Relationships in Incrementally Trained Interpretable Models Susmit Agrawal Deepika Vemuri S. Paul Vineeth N. Balasubramanian CLL 62 0 0 27 Feb 2025
Shortcuts and Identifiability in Concept-based Models from a Neuro-Symbolic Lens Samuele Bortolotti Emanuele Marconato Paolo Morettin Andrea Passerini Stefano Teso 61 2 0 16 Feb 2025
Sample-efficient Learning of Concepts with Theoretical Guarantees: from Data to Concepts without Interventions H. Fokkema T. Erven Sara Magliacane 64 1 0 10 Feb 2025
Interpreting Deep Neural Network-Based Receiver Under Varying Signal-To-Noise Ratios Marko Tuononen Dani Korpi Ville Hautamäki FAtt 31 1 0 10 Jan 2025
Integrative CAM: Adaptive Layer Fusion for Comprehensive Interpretation of CNNs Aniket K. Singh Debasis Chaudhuri Manish P. Singh Samiran Chattopadhyay 60 0 0 02 Dec 2024
Classification with Conceptual Safeguards Hailey Joren Charles Marx Berk Ustun 37 2 0 07 Nov 2024
Decision Trees for Interpretable Clusters in Mixture Models and Deep Representations Maximilian Fleissner Maedeh Zarvandi D. Ghoshdastidar 29 1 0 03 Nov 2024
Exploiting Interpretable Capabilities with Concept-Enhanced Diffusion and Prototype Networks Alba Carballo-Castro Sonia Laguna Moritz Vandenhirtz Julia E. Vogt DiffM 24 1 0 24 Oct 2024
Exploiting Text-Image Latent Spaces for the Description of Visual Concepts Laines Schmalwasser J. Gawlikowski Joachim Denzler Julia Niebling 19 2 0 23 Oct 2024
Sparse Prototype Network for Explainable Pedestrian Behavior Prediction Yan Feng Alexander Carballo K. Takeda ViT 32 0 0 16 Oct 2024
Tree-Based Leakage Inspection and Control in Concept Bottleneck Models Angelos Ragkousis Sonali Parbhoo 29 1 0 08 Oct 2024
Is What You Ask For What You Get? Investigating Concept Associations in Text-to-Image Models Salma Abdel Magid Weiwei Pan Simon Warchol Grace Guo Junsik Kim Mahia Rahman Hanspeter Pfister 89 0 0 06 Oct 2024
Learning to Balance: Diverse Normalization for Cloth-Changing Person Re-Identification Hongjun Wang Jiyuan Chen Zhengwei Yin Xuan Song Yinqiang Zheng CVBM 16 1 0 04 Oct 2024
Looking into Concept Explanation Methods for Diabetic Retinopathy Classification Andrea M. Storås Josefine V. Sundgaard 27 0 0 04 Oct 2024
Self-eXplainable AI for Medical Image Analysis: A Survey and New Outlooks Junlin Hou Sicen Liu Yequan Bie Hongmei Wang Andong Tan Luyang Luo Hao Chen XAI 25 3 0 03 Oct 2024
Deep Model Interpretation with Limited Data : A Coreset-based Approach Hamed Behzadi-Khormouji José Oramas SLR 20 0 0 01 Oct 2024
Proof of Thought : Neurosymbolic Program Synthesis allows Robust and Interpretable Reasoning Debargha Ganguly Srinivasan Iyengar Vipin Chaudhary Shivkumar Kalyanaraman LRM 30 2 0 25 Sep 2024
Concept-Based Explanations in Computer Vision: Where Are We and Where Could We Go? Jae Hee Lee Georgii Mikriukov Gesina Schwalbe Stefan Wermter D. Wolter 50 2 0 20 Sep 2024
Predicting Long-Term Allograft Survival in Liver Transplant Recipients Xiang Gao Michael Cooper Maryam Naghibzadeh Amirhossein Azhie M. Bhat Rahul G. Krishnan 21 0 0 10 Aug 2024
Interpreting Global Perturbation Robustness of Image Models using Axiomatic Spectral Importance Decomposition Róisín Luo James McDermott C. O'Riordan AAML 32 0 0 02 Aug 2024
Interpretable Concept-Based Memory Reasoning David Debot Pietro Barbiero Francesco Giannini Gabriele Ciravegna Michelangelo Diligenti Giuseppe Marra LRM 29 7 0 22 Jul 2024
Constructing Concept-based Models to Mitigate Spurious Correlations with Minimal Human Effort Jeeyung Kim Ze Wang Qiang Qiu 38 1 0 12 Jul 2024
CAT: Interpretable Concept-based Taylor Additive Models Viet Duong Qiong Wu Zhengyi Zhou Hongjue Zhao Chenxiang Luo Eric Zavesky Huaxiu Yao Huajie Shao FAtt 22 2 0 25 Jun 2024
Automated Molecular Concept Generation and Labeling with Large Language Models Shichang Zhang Botao Xia Zimin Zhang Qianli Wu Fang Sun Ziniu Hu Yizhou Sun 41 0 0 13 Jun 2024
Attri-Net: A Globally and Locally Inherently Interpretable Model for Multi-Label Classification Using Class-Specific Counterfactuals Susu Sun S. Woerner Andreas Maier Lisa M. Koch Christian F. Baumgartner FAtt 25 1 0 08 Jun 2024
Contrastive Sparse Autoencoders for Interpreting Planning of Chess-Playing Agents Yoann Poupart 29 0 0 06 Jun 2024
NUTS, NARS, and Speech Dwane van der Sluis 18 0 0 28 May 2024
Locally Testing Model Detections for Semantic Global Concepts Franz Motzkus Georgii Mikriukov Christian Hellert Ute Schmid 30 2 0 27 May 2024
Concept-based Explainable Malignancy Scoring on Pulmonary Nodules in CT Images Rinat I. Dumaev S A Molodyakov Lev V. Utkin 19 0 0 24 May 2024
Concept Visualization: Explaining the CLIP Multi-modal Embedding Using WordNet Loris Giulivi Giacomo Boracchi 19 2 0 23 May 2024
LucidPPN: Unambiguous Prototypical Parts Network for User-centric Interpretable Computer Vision Mateusz Pach Dawid Rymarczyk K. Lewandowska Jacek Tabor Bartosz Zieliñski 32 7 0 23 May 2024
Limits of Theory of Mind Modelling in Dialogue-Based Collaborative Plan Acquisition Matteo Bortoletto Constantin Ruhdorfer Adnen Abdessaied Lei Shi Andreas Bulling 32 4 0 21 May 2024
CoProNN: Concept-based Prototypical Nearest Neighbors for Explaining Vision Models Teodor Chiaburu Frank Haußer Felix Bießmann 40 4 0 23 Apr 2024
Contrastive Pretraining for Visual Concept Explanations of Socioeconomic Outcomes Ivica Obadic Alex Levering Lars Pennig Dario Augusto Borges Oliveira Diego Marcos Xiaoxiang Zhu 41 0 0 15 Apr 2024
Concept-Attention Whitening for Interpretable Skin Lesion Diagnosis Junlin Hou Jilan Xu Hao Chen MedIm 36 7 0 09 Apr 2024
Visual Concept Connectome (VCC): Open World Concept Discovery and their Interlayer Connections in Deep Models M. Kowal Richard P. Wildes Konstantinos G. Derpanis GNN 30 8 0 02 Apr 2024
A survey on Concept-based Approaches For Model Improvement Avani Gupta P. J. Narayanan LRM 29 5 0 21 Mar 2024
Learning Decomposable and Debiased Representations via Attribute-Centric Information Bottlenecks Jinyung Hong Eunyeong Jeon Changhoon Kim Keun Hee Park Utkarsh Nath Yezhou Yang P. Turaga Theodore P. Pavlic CML 22 0 0 21 Mar 2024
What limits performance of weakly supervised deep learning for chest CT classification? F. I. Tushar Vincent M. DÁnniballe Geoffrey D. Rubin Joseph Y. Lo 14 0 0 06 Feb 2024
Unveiling Molecular Moieties through Hierarchical Grad-CAM Graph Explainability Paolo Sortino Salvatore Contino Ugo Perricone Roberto Pirrone Roberto Pirrone 24 0 0 29 Jan 2024
Beyond Concept Bottleneck Models: How to Make Black Boxes Intervenable? Sonia Laguna Ricards Marcinkevics Moritz Vandenhirtz Julia E. Vogt 25 17 0 24 Jan 2024
Do Concept Bottleneck Models Obey Locality? Naveen Raman M. Zarlenga Juyeon Heo M. Jamnik 26 8 0 02 Jan 2024
Concept-based Explainable Artificial Intelligence: A Survey Eleonora Poeta Gabriele Ciravegna Eliana Pastor Tania Cerquitelli Elena Baralis LRM XAI 19 41 0 20 Dec 2023
CEIR: Concept-based Explainable Image Representation Learning Yan Cui Shuhong Liu Liuzhuozheng Li Zhiyuan Yuan SSL VLM 23 3 0 17 Dec 2023
Evaluating the Utility of Model Explanations for Model Development Shawn Im Jacob Andreas Yilun Zhou XAI FAtt ELM 19 1 0 10 Dec 2023