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Multi-Scale Grouped Prototypes for Interpretable Semantic Segmentation

14 September 2024

Papers citing "Multi-Scale Grouped Prototypes for Interpretable Semantic Segmentation"

50 / 74 papers shown

Title
On the Interpretability of Part-Prototype Based Classifiers: A Human Centric Analysis Omid Davoodi Shayan Mohammadizadehsamakosh Majid Komeili 64 11 0 10 Oct 2023
Holistic Prototype Attention Network for Few-Shot VOS Yin Tang Tao Chen XiRuo Jiang Yazhou Yao G. Xie Hengtao Shen VOS 62 1 0 16 Jul 2023
Label-Free Concept Bottleneck Models Tuomas P. Oikarinen Subhro Das Lam M. Nguyen Tsui-Wei Weng 88 178 0 12 Apr 2023
ProtoSeg: Interpretable Semantic Segmentation with Prototypical Parts Mikolaj Sacha Dawid Rymarczyk Lukasz Struski Jacek Tabor Bartosz Zieliñski VLM 65 29 0 28 Jan 2023
Sanity checks and improvements for patch visualisation in prototype-based image classification Romain Xu-Darme Georges Quénot Zakaria Chihani M. Rousset 83 3 0 20 Jan 2023
Evaluation and Improvement of Interpretability for Self-Explainable Part-Prototype Networks Qihan Huang Mengqi Xue Wenqi Huang Haofei Zhang Mingli Song Yongcheng Jing Mingli Song AAML 51 28 0 12 Dec 2022
Post hoc Explanations may be Ineffective for Detecting Unknown Spurious Correlation Julius Adebayo M. Muelly H. Abelson Been Kim 75 87 0 09 Dec 2022
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions Wenhai Wang Jifeng Dai Zhe Chen Zhenhang Huang Zhiqi Li ... Tong Lu Lewei Lu Hongsheng Li Xiaogang Wang Yu Qiao VLM 144 688 0 10 Nov 2022
ProtoVAE: A Trustworthy Self-Explainable Prototypical Variational Model Srishti Gautam Ahcène Boubekki Stine Hansen Suaiba Amina Salahuddin Robert Jenssen Marina M.-C. Höhne Michael C. Kampffmeyer 68 38 0 15 Oct 2022
Visual Recognition with Deep Nearest Centroids Wenguan Wang Cheng Han Tianfei Zhou Dongfang Liu 102 94 0 15 Sep 2022
Automatic Concept Extraction for Concept Bottleneck-based Video Classification J. Jeyakumar Luke Dickens L. Garcia Yu Cheng Diego Ramirez Echavarria Joseph Noor Alessandra Russo Lance M. Kaplan Erik P. Blasch Mani B. Srivastava 64 8 0 21 Jun 2022
Concept-level Debugging of Part-Prototype Networks A. Bontempelli Stefano Teso Katya Tentori Fausto Giunchiglia Andrea Passerini 83 54 0 31 May 2022
Rethinking Semantic Segmentation: A Prototype View Tianfei Zhou Wenguan Wang E. Konukoglu Luc Van Gool SSeg 109 274 0 28 Mar 2022
What I Cannot Predict, I Do Not Understand: A Human-Centered Evaluation Framework for Explainability Methods Julien Colin Thomas Fel Rémi Cadène Thomas Serre 63 104 0 06 Dec 2021
HIVE: Evaluating the Human Interpretability of Visual Explanations Sunnie S. Y. Kim Nicole Meister V. V. Ramaswamy Ruth C. Fong Olga Russakovsky 118 119 0 06 Dec 2021
Masked-attention Mask Transformer for Universal Image Segmentation Bowen Cheng Ishan Misra Alex Schwing Alexander Kirillov Rohit Girdhar ISeg 257 2,379 0 02 Dec 2021
Deformable ProtoPNet: An Interpretable Image Classifier Using Deformable Prototypes Jonathan Donnelly A. Barnett Chaofan Chen 3DH 107 129 0 29 Nov 2021
Per-Pixel Classification is Not All You Need for Semantic Segmentation Bowen Cheng Alex Schwing Alexander Kirillov VLM ViT 210 1,551 0 13 Jul 2021
Part-aware Panoptic Segmentation Daan de Geus Panagiotis Meletis Chenyang Lu Xiaoxiao Wen Gijs Dubbelman 93 62 0 11 Jun 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 316 5,065 0 31 May 2021
Towards a Collective Agenda on AI for Earth Science Data Analysis D. Tuia R. Roscher Jan Dirk Wegner Nathan Jacobs Xiaoxiang Zhu Gustau Camps-Valls AI4CE 73 68 0 11 Apr 2021
Vision Transformers for Dense Prediction René Ranftl Alexey Bochkovskiy V. Koltun ViT MDE 138 1,746 0 24 Mar 2021
Scaling Semantic Segmentation Beyond 1K Classes on a Single GPU Shipra Jain D. Pani Martin Danelljan Luc Van Gool VLM 90 12 0 14 Dec 2020
ProtoPShare: Prototype Sharing for Interpretable Image Classification and Similarity Discovery Dawid Rymarczyk Lukasz Struski Jacek Tabor Bartosz Zieliñski 65 116 0 29 Nov 2020
CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation Ran Gu Guotai Wang Tao Song Rui Huang Michael Aertsen Jan Deprest Sébastien Ourselin Tom Vercauteren Shaoting Zhang SSeg 107 469 0 22 Sep 2020
Contextual Semantic Interpretability Diego Marcos Ruth C. Fong Sylvain Lobry Rémi Flamary Nicolas Courty D. Tuia SSL 108 28 0 18 Sep 2020
Attribute Prototype Network for Zero-Shot Learning Wenjia Xu Yongqin Xian Jiuniu Wang Bernt Schiele Zeynep Akata 59 294 0 19 Aug 2020
Towards Emergent Language Symbolic Semantic Segmentation and Model Interpretability Alberto Santamaria-Pang James R. Kubricht Aritra Chowdhury Chitresh Bhushan Peter Tu MedIm 36 13 0 18 Jul 2020
Concept Bottleneck Models Pang Wei Koh Thao Nguyen Y. S. Tang Stephen Mussmann Emma Pierson Been Kim Percy Liang 99 833 0 09 Jul 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 139 975 0 11 May 2020
Neural Additive Models: Interpretable Machine Learning with Neural Nets Rishabh Agarwal Levi Melnick Nicholas Frosst Xuezhou Zhang Ben Lengerich R. Caruana Geoffrey E. Hinton 92 420 0 29 Apr 2020
Towards Interpretable Semantic Segmentation via Gradient-weighted Class Activation Mapping Kira Vinogradova Alexandr Dibrov E. Myers FAtt 114 150 0 26 Feb 2020
Interpretability of machine learning based prediction models in healthcare Gregor Stiglic Primož Kocbek Nino Fijačko Marinka Zitnik K. Verbert Leona Cilar AI4CE 65 386 0 20 Feb 2020
SegSort: Segmentation by Discriminative Sorting of Segments Jyh-Jing Hwang Stella X. Yu Jianbo Shi Maxwell D. Collins Tien-Ju Yang Xiao Zhang Liang-Chieh Chen 205 149 0 15 Oct 2019
Boundary-Aware Feature Propagation for Scene Segmentation Henghui Ding Xudong Jiang A. Liu N. Magnenat-Thalmann G. Wang 297 258 0 31 Aug 2019
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment Kaixin Wang Jun Hao Liew Yingtian Zou Daquan Zhou Jiashi Feng VLM 67 1,070 0 18 Aug 2019
Grid Saliency for Context Explanations of Semantic Segmentation Lukas Hoyer Mauricio Muñoz P. Katiyar Anna Khoreva Volker Fischer FAtt 137 50 0 30 Jul 2019
Interpretability Beyond Classification Output: Semantic Bottleneck Networks M. Losch Mario Fritz Bernt Schiele UQCV 62 63 0 25 Jul 2019
Interpretable and Steerable Sequence Learning via Prototypes Yao Ming Panpan Xu Huamin Qu Liu Ren AI4TS 60 141 0 23 Jul 2019
Natural Adversarial Examples Dan Hendrycks Kevin Zhao Steven Basart Jacob Steinhardt Basel Alomair OODD 223 1,482 0 16 Jul 2019
Gated-SCNN: Gated Shape CNNs for Semantic Segmentation Towaki Takikawa David Acuna Varun Jampani Sanja Fidler 95 612 0 12 Jul 2019
Interpretable Image Recognition with Hierarchical Prototypes Peter Hase Chaofan Chen Oscar Li Cynthia Rudin VLM 83 112 0 25 Jun 2019
Is Attention Interpretable? Sofia Serrano Noah A. Smith 110 684 0 09 Jun 2019
Explaining Deep Classification of Time-Series Data with Learned Prototypes Alan H. Gee Diego Garcia-Olano Joydeep Ghosh D. Paydarfar AI4TS 77 66 0 18 Apr 2019
Counterfactual Visual Explanations Yash Goyal Ziyan Wu Jan Ernst Dhruv Batra Devi Parikh Stefan Lee CML 80 512 0 16 Apr 2019
Unmasking Clever Hans Predictors and Assessing What Machines Really Learn Sebastian Lapuschkin S. Wäldchen Alexander Binder G. Montavon Wojciech Samek K. Müller 102 1,017 0 26 Feb 2019
Deep Multi-modal Object Detection and Semantic Segmentation for Autonomous Driving: Datasets, Methods, and Challenges Di Feng Christian Haase-Schuetz Lars Rosenbaum Heinz Hertlein Claudius Gläser Fabian Duffhauss W. Wiesbeck Klaus C. J. Dietmayer 3DPC 122 1,013 0 21 Feb 2019
Sanity Checks for Saliency Maps Julius Adebayo Justin Gilmer M. Muelly Ian Goodfellow Moritz Hardt Been Kim FAtt AAML XAI 148 1,969 0 08 Oct 2018
Dual Attention Network for Scene Segmentation J. Fu Qingbin Liu Haijie Tian Yong Li Yongjun Bao Zhiwei Fang Hanqing Lu SSeg 322 5,114 0 09 Sep 2018
This Looks Like That: Deep Learning for Interpretable Image Recognition Chaofan Chen Oscar Li Chaofan Tao A. Barnett Jonathan Su Cynthia Rudin 246 1,188 0 27 Jun 2018