This Looks Like That: Deep Learning for Interpretable Image Recognition

27 June 2018

Papers citing "This Looks Like That: Deep Learning for Interpretable Image Recognition"

50 / 602 papers shown

Title
On the Interpretability of Part-Prototype Based Classifiers: A Human Centric Analysis Omid Davoodi Shayan Mohammadizadehsamakosh Majid Komeili 10 11 0 10 Oct 2023
Latent Diffusion Counterfactual Explanations Karim Farid Simon Schrodi Max Argus Thomas Brox DiffM 40 12 0 10 Oct 2023
A Framework for Interpretability in Machine Learning for Medical Imaging Alan Q. Wang Batuhan K. Karaman Heejong Kim Jacob Rosenthal Rachit Saluja Sean I. Young M. Sabuncu AI4CE 17 10 0 02 Oct 2023
Pixel-Grounded Prototypical Part Networks Zachariah Carmichael Suhas Lohit A. Cherian Michael Jeffrey Jones Walter J. Scheirer 38 11 0 25 Sep 2023
May I Ask a Follow-up Question? Understanding the Benefits of Conversations in Neural Network Explainability Tong Zhang Xiaoyu Yang Boyang Albert Li 23 3 0 25 Sep 2023
I-AI: A Controllable & Interpretable AI System for Decoding Radiologists' Intense Focus for Accurate CXR Diagnoses Trong-Thang Pham Jacob Brecheisen Anh Nguyen Hien Nguyen Ngan Le 19 12 0 24 Sep 2023
ProtoExplorer: Interpretable Forensic Analysis of Deepfake Videos using Prototype Exploration and Refinement M. D. L. D. Bouter J. Pardo Z. Geradts M. Worring 13 10 0 20 Sep 2023
On Model Explanations with Transferable Neural Pathways Xinmiao Lin Wentao Bao Qi Yu Yu Kong 17 0 0 18 Sep 2023
Interpretability is in the Mind of the Beholder: A Causal Framework for Human-interpretable Representation Learning Emanuele Marconato Andrea Passerini Stefano Teso 33 13 0 14 Sep 2023
Text-to-Image Models for Counterfactual Explanations: a Black-Box Approach Guillaume Jeanneret Loïc Simon Frédéric Jurie DiffM 30 12 0 14 Sep 2023
Interpretability-Aware Vision Transformer Yao Qiang Chengyin Li Prashant Khanduri D. Zhu ViT 82 7 0 14 Sep 2023
ZKROWNN: Zero Knowledge Right of Ownership for Neural Networks Nojan Sheybani Zahra Ghodsi Ritvik Kapila F. Koushanfar 31 9 0 13 Sep 2023
PDiscoNet: Semantically consistent part discovery for fine-grained recognition Robert van der Klis Stephan Alaniz Massimiliano Mancini C. Dantas Dino Ienco Zeynep Akata Diego Marcos 22 11 0 06 Sep 2023
Prototype-based Dataset Comparison Nanne van Noord 31 6 0 05 Sep 2023
Natural Example-Based Explainability: a Survey Antonin Poché Lucas Hervier M. Bakkay XAI 28 11 0 05 Sep 2023
DeViL: Decoding Vision features into Language Meghal Dani Isabel Rio-Torto Stephan Alaniz Zeynep Akata VLM 42 7 0 04 Sep 2023
How Faithful are Self-Explainable GNNs? Marc Christiansen Lea Villadsen Zhiqiang Zhong Stefano Teso Davide Mottin 18 3 0 29 Aug 2023
PCNN: Probable-Class Nearest-Neighbor Explanations Improve Fine-Grained Image Classification Accuracy for AIs and Humans Giang Nguyen Valerie Chen Mohammad Reza Taesiri Anh Totti Nguyen 32 4 0 25 Aug 2023
Explainable AI for clinical risk prediction: a survey of concepts, methods, and modalities Munib Mesinovic Peter Watkinson Ting Zhu FaML 19 3 0 16 Aug 2023
Interpretability Benchmark for Evaluating Spatial Misalignment of Prototypical Parts Explanations Mikolaj Sacha Bartosz Jura Dawid Rymarczyk Lukasz Struski Jacek Tabor Bartosz Zieliñski 32 14 0 16 Aug 2023
UIPC-MF: User-Item Prototype Connection Matrix Factorization for Explainable Collaborative Filtering Lei Pan V. Soo 29 0 0 14 Aug 2023
FunnyBirds: A Synthetic Vision Dataset for a Part-Based Analysis of Explainable AI Methods Robin Hesse Simone Schaub-Meyer Stefan Roth AAML 37 32 0 11 Aug 2023
Scale-Preserving Automatic Concept Extraction (SPACE) Andres Felipe Posada-Moreno Lukas Kreisköther T. Glander Sebastian Trimpe 13 1 0 11 Aug 2023
Discriminative Feature Attributions: Bridging Post Hoc Explainability and Inherent Interpretability Usha Bhalla Suraj Srinivas Himabindu Lakkaraju FAtt CML 29 6 0 27 Jul 2023
The Co-12 Recipe for Evaluating Interpretable Part-Prototype Image Classifiers Meike Nauta Christin Seifert 34 11 0 26 Jul 2023
ProtoASNet: Dynamic Prototypes for Inherently Interpretable and Uncertainty-Aware Aortic Stenosis Classification in Echocardiography H. Vaseli A. Gu Ahmadi Amiri Michael Y. Tsang A. Fung Nima Kondori Armin Saadat Purang Abolmaesumi T. Tsang 28 12 0 26 Jul 2023
ForestMonkey: Toolkit for Reasoning with AI-based Defect Detection and Classification Models Jiajun Zhang Georgina Cosma S. L. Bugby Jason Watkins 19 1 0 25 Jul 2023
Interpreting and Correcting Medical Image Classification with PIP-Net Meike Nauta J. H. Hegeman J. Geerdink Jorg Schlotterer M. V. Keulen Christin Seifert MedIm 25 11 0 19 Jul 2023
Hierarchical Semantic Tree Concept Whitening for Interpretable Image Classification Haixing Dai Lu Zhang Lin Zhao Zihao Wu Zheng Liu ... Yanjun Lyu Changying Li Ninghao Liu Tianming Liu Dajiang Zhu 43 6 0 10 Jul 2023
Improving Prototypical Visual Explanations with Reward Reweighing, Reselection, and Retraining Aaron J. Li Robin Netzorg Zhihan Cheng Zhuoqin Zhang Bin Yu 22 3 0 08 Jul 2023
Prototypes as Explanation for Time Series Anomaly Detection Bin Li Carsten Jentsch Emmanuel Müller AI4TS 14 2 0 04 Jul 2023
Data-Driven Design for Metamaterials and Multiscale Systems: A Review Doksoo Lee Wei Chen Liwei Wang Yu-Chin Chan Wei Chen AI4CE 22 78 0 01 Jul 2023
The future of human-centric eXplainable Artificial Intelligence (XAI) is not post-hoc explanations Vinitra Swamy Jibril Frej Tanja Kaser 34 14 0 01 Jul 2023
SHARCS: Shared Concept Space for Explainable Multimodal Learning Gabriele Dominici Pietro Barbiero Lucie Charlotte Magister Pietro Lio' Nikola Simidjievski 33 5 0 01 Jul 2023
A Parts Based Registration Loss for Detecting Knee Joint Areas Juha Tiirola 11 0 0 30 Jun 2023
Next Steps for Human-Centered Generative AI: A Technical Perspective Xiang Ánthony' Chen Jeff Burke Andrea Colaço Matthew K. Hong Jennifer Jacobs ... Dingzeyu Li Nanyun Peng Karl D. D. Willis Chien-Sheng Wu Bolei Zhou LLMAG 27 32 0 27 Jun 2023
A differentiable Gaussian Prototype Layer for explainable Segmentation M. Gerstenberger Steffen Maass Peter Eisert S. Bosse 30 4 0 25 Jun 2023
Towards Regulatable AI Systems: Technical Gaps and Policy Opportunities Xudong Shen H. Brown Jiashu Tao Martin Strobel Yao Tong Akshay Narayan Harold Soh Finale Doshi-Velez 27 3 0 22 Jun 2023
B-cos Alignment for Inherently Interpretable CNNs and Vision Transformers Moritz D Boehle Navdeeppal Singh Mario Fritz Bernt Schiele 56 27 0 19 Jun 2023
Prototype Learning for Explainable Brain Age Prediction L. Hesse Nicola K. Dinsdale Ana I. L. Namburete MedIm 23 0 0 16 Jun 2023
A Comprehensive Survey on Applications of Transformers for Deep Learning Tasks Saidul Islam Hanae Elmekki Ahmed Elsebai Jamal Bentahar Najat Drawel Gaith Rjoub Witold Pedrycz ViT MedIm 21 171 0 11 Jun 2023
Neuro-Symbolic Approaches for Context-Aware Human Activity Recognition Luca Arrotta Gabriele Civitarese Claudio Bettini 24 0 0 08 Jun 2023
Adversarial attacks and defenses in explainable artificial intelligence: A survey Hubert Baniecki P. Biecek AAML 42 63 0 06 Jun 2023
Discovering Novel Biological Traits From Images Using Phylogeny-Guided Neural Networks Mohannad Elhamod Mridul Khurana Harish Babu Manogaran Josef C. Uyeda M. Balk ... Wei-Lun Chao Chuck Stewart Daniel Rubenstein T. Berger-Wolf Anuj Karpatne 14 7 0 05 Jun 2023
Interpretable Alzheimer's Disease Classification Via a Contrastive Diffusion Autoencoder Ayodeji Ijishakin A. Abdulaal Adamos Hadjivasiliou Sophie Martin James H. Cole DiffM MedIm 33 9 0 05 Jun 2023
Encoding Time-Series Explanations through Self-Supervised Model Behavior Consistency Owen Queen Thomas Hartvigsen Teddy Koker Huan He Theodoros Tsiligkaridis Marinka Zitnik AI4TS 37 17 0 03 Jun 2023
Probabilistic Concept Bottleneck Models Eunji Kim Dahuin Jung Sangha Park Siwon Kim Sung-Hoon Yoon 6 64 0 02 Jun 2023
Learning Transformer Programs Dan Friedman Alexander Wettig Danqi Chen 28 32 0 01 Jun 2023
Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts Emanuele Marconato Stefano Teso Antonio Vergari Andrea Passerini 38 30 0 31 May 2023
Prototype-Based Interpretability for Legal Citation Prediction Chunyan Luo R. Bhambhoria Samuel Dahan Xiao-Dan Zhu ELM AILaw 16 7 0 25 May 2023