v1v2v3v4 (latest)

Interpretable Convolutional Neural Networks

2 October 2017

Papers citing "Interpretable Convolutional Neural Networks"

50 / 314 papers shown

Title
Unsupervised Interpretable Basis Extraction for Concept-Based Visual Explanations Alexandros Doumanoglou S. Asteriadis D. Zarpalas SSL FAtt 24 4 0 19 Mar 2023
Interpreting Hidden Semantics in the Intermediate Layers of 3D Point Cloud Classification Neural Network Weiquan Liu Minghao Liu Shijun Zheng Cheng-i Wang 3DPC 48 3 0 12 Mar 2023
A Theoretical Framework for AI Models Explainability with Application in Biomedicine Matteo Rizzo Alberto Veneri A. Albarelli Claudio Lucchese Marco Nobile Cristina Conati XAI 83 9 0 29 Dec 2022
On the Equivalence of the Weighted Tsetlin Machine and the Perceptron Jivitesh Sharma Ole-Christoffer Granmo Lei Jiao 56 1 0 27 Dec 2022
Bort: Towards Explainable Neural Networks with Bounded Orthogonal Constraint Borui Zhang Wenzhao Zheng Jie Zhou Jiwen Lu AAML 88 7 0 18 Dec 2022
State-Regularized Recurrent Neural Networks to Extract Automata and Explain Predictions Cheng Wang Carolin (Haas) Lawrence Mathias Niepert 69 3 0 10 Dec 2022
ResNet Structure Simplification with the Convolutional Kernel Redundancy Measure Hongzhi Zhu R. Rohling Septimiu Salcudean 21 0 0 01 Dec 2022
Interpretations Cannot Be Trusted: Stealthy and Effective Adversarial Perturbations against Interpretable Deep Learning Eldor Abdukhamidov Mohammed Abuhamad Simon S. Woo Eric Chan-Tin Tamer Abuhmed AAML 63 9 0 29 Nov 2022
OCTET: Object-aware Counterfactual Explanations Mehdi Zemni Mickaël Chen Éloi Zablocki H. Ben-younes Patrick Pérez Matthieu Cord AAML 104 29 0 22 Nov 2022
Towards Human-Interpretable Prototypes for Visual Assessment of Image Classification Models Poulami Sinhamahapatra Lena Heidemann Maureen Monnet Karsten Roscher 80 5 0 22 Nov 2022
ATCON: Attention Consistency for Vision Models Ali Mirzazadeh Florian Dubost M. Pike Krish Maniar Max Zuo Christopher Lee-Messer D. Rubin 28 1 0 18 Oct 2022
A.I. Robustness: a Human-Centered Perspective on Technological Challenges and Opportunities Andrea Tocchetti Lorenzo Corti Agathe Balayn Mireia Yurrita Philip Lippmann Marco Brambilla Jie Yang 84 14 0 17 Oct 2022
Interpreting Neural Policies with Disentangled Tree Representations Tsun-Hsuan Wang Wei Xiao Tim Seyde Ramin Hasani Daniela Rus DRL 111 2 0 13 Oct 2022
ME-D2N: Multi-Expert Domain Decompositional Network for Cross-Domain Few-Shot Learning Yu Fu Yu Xie Yanwei Fu Jingjing Chen Yu-Gang Jiang 77 16 0 11 Oct 2022
TCNL: Transparent and Controllable Network Learning Via Embedding Human-Guided Concepts Zhihao Wang Chuang Zhu 44 1 0 07 Oct 2022
Entropy-driven Unsupervised Keypoint Representation Learning in Videos A. Younes Simone Schaub-Meyer Georgia Chalvatzaki SSL 107 0 0 30 Sep 2022
Gait Recognition in the Wild with Multi-hop Temporal Switch Jinkai Zheng Xinchen Liu Xiaoyan Gu Yaoqi Sun Chuang Gan Jiyong Zhang Wu Liu C. Yan CVBM 76 35 0 01 Sep 2022
ProtoPFormer: Concentrating on Prototypical Parts in Vision Transformers for Interpretable Image Recognition Mengqi Xue Qihan Huang Haofei Zhang Lechao Cheng Mingli Song Ming-hui Wu Mingli Song ViT 109 56 0 22 Aug 2022
E Pluribus Unum Interpretable Convolutional Neural Networks George Dimas Eirini Cholopoulou D. Iakovidis 66 3 0 10 Aug 2022
Statistical Attention Localization (SAL): Methodology and Application to Object Classification Yijing Yang Vasileios Magoulianitis Xinyu Wang C.-C. Jay Kuo 52 1 0 03 Aug 2022
Generalizable multi-task, multi-domain deep segmentation of sparse pediatric imaging datasets via multi-scale contrastive regularization and multi-joint anatomical priors Arnaud Boutillon Pierre-Henri Conze C. Pons Valérie Burdin Bhushan S Borotikar 50 18 0 27 Jul 2022
Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks Tilman Raukur A. Ho Stephen Casper Dylan Hadfield-Menell AAML AI4CE 128 134 0 27 Jul 2022
Policy Optimization with Sparse Global Contrastive Explanations Jiayu Yao S. Parbhoo Weiwei Pan Finale Doshi-Velez OffRL 48 2 0 13 Jul 2022
A multi-level interpretable sleep stage scoring system by infusing experts' knowledge into a deep network architecture H. Niknazar S. Mednick 46 5 0 11 Jul 2022
Activation Template Matching Loss for Explainable Face Recognition Huawei Lin Haozhe Liu Qiufu Li Linlin Shen CVBM 73 2 0 05 Jul 2022
TopicFM: Robust and Interpretable Topic-Assisted Feature Matching Khang Truong Giang Soohwan Song Sung-Guk Jo 75 42 0 01 Jul 2022
Sparsely-gated Mixture-of-Expert Layers for CNN Interpretability Svetlana Pavlitska Christian Hubschneider Lukas Struppek J. Marius Zöllner MoE 64 12 0 22 Apr 2022
Interventional Multi-Instance Learning with Deconfounded Instance-Level Prediction Tiancheng Lin Hongteng Xu Canqian Yang Yi Xu 74 25 0 20 Apr 2022
Semantic interpretation for convolutional neural networks: What makes a cat a cat? Haonan Xu Yuntian Chen Dongxiao Zhang FAtt 61 3 0 16 Apr 2022
Explaining Deep Convolutional Neural Networks via Latent Visual-Semantic Filter Attention Yu Yang Seung Wook Kim Jungseock Joo FAtt 61 17 0 10 Apr 2022
Robust and Explainable Autoencoders for Unsupervised Time Series Outlier Detection---Extended Version Tung Kieu B. Yang Chenjuan Guo Christian S. Jensen Yan Zhao Feiteng Huang Kai Zheng AI4TS 61 39 0 07 Apr 2022
AutoProtoNet: Interpretability for Prototypical Networks Pedro Sandoval Segura W. Lawson 30 2 0 02 Apr 2022
Diffusion Models for Counterfactual Explanations Guillaume Jeanneret Loïc Simon F. Jurie DiffM 118 59 0 29 Mar 2022
Attributable Visual Similarity Learning Borui Zhang Wenzhao Zheng Jie Zhou Jiwen Lu 69 18 0 28 Mar 2022
Concept Embedding Analysis: A Review Gesina Schwalbe 70 28 0 25 Mar 2022
Explaining, Evaluating and Enhancing Neural Networks' Learned Representations Marco Bertolini Djork-Arné Clevert F. Montanari FAtt 49 5 0 18 Feb 2022
A Lightweight, Efficient and Explainable-by-Design Convolutional Neural Network for Internet Traffic Classification Kevin Fauvel Fuxing Chen Dario Rossi 137 26 0 11 Feb 2022
Towards Disentangling Information Paths with Coded ResNeXt Apostolos Avranas Marios Kountouris FAtt 44 1 0 10 Feb 2022
Debiased-CAM to mitigate systematic error with faithful visual explanations of machine learning Wencan Zhang Mariella Dimiccoli Brian Y. Lim FAtt 54 1 0 30 Jan 2022
LAP: An Attention-Based Module for Concept Based Self-Interpretation and Knowledge Injection in Convolutional Neural Networks Rassa Ghavami Modegh Ahmadali Salimi Alireza Dizaji Hamid R. Rabiee FAtt 67 0 0 27 Jan 2022
Attention cannot be an Explanation Arjun Reddy Akula Song-Chun Zhu FAtt XAI 109 6 0 26 Jan 2022
Learning Two-Step Hybrid Policy for Graph-Based Interpretable Reinforcement Learning Tongzhou Mu Kaixiang Lin Fei Niu Govind Thattai OffRL 86 0 0 21 Jan 2022
From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AI Meike Nauta Jan Trienes Shreyasi Pathak Elisa Nguyen Michelle Peters Yasmin Schmitt Jorg Schlotterer M. V. Keulen C. Seifert ELM XAI 178 423 0 20 Jan 2022
Disentangled Latent Transformer for Interpretable Monocular Height Estimation Zhitong Xiong Sining Chen Sining Chen Yilei Shi Xiaoxiang Zhu ViT 60 6 0 17 Jan 2022
Effective Representation to Capture Collaboration Behaviors between Explainer and User Arjun Reddy Akula Song-Chun Zhu 115 4 0 10 Jan 2022
Scope and Sense of Explainability for AI-Systems Anastasia-Maria Leventi-Peetz T. Östreich Werner Lennartz Kai Weber 79 5 0 20 Dec 2021
Learning Interpretable Models Through Multi-Objective Neural Architecture Search Zachariah Carmichael Tim Moon S. A. Jacobs AI4CE 48 9 0 16 Dec 2021
Decomposing the Deep: Finding Class Specific Filters in Deep CNNs Akshay Badola Cherian Roy V. Padmanabhan R. Lal FAtt 55 2 0 14 Dec 2021
Towards Explainable Artificial Intelligence in Banking and Financial Services Ambreen Hanif 54 11 0 14 Dec 2021
Applications of Explainable AI for 6G: Technical Aspects, Use Cases, and Research Challenges Shen Wang M. Qureshi Luis Miralles-Pechuán Thien Huynh-The Thippa Reddy Gadekallu Madhusanka Liyanage 65 24 0 09 Dec 2021