Deep Weakly-Supervised Learning Methods for Classification and Localization in Histology Images: A Survey

8 September 2019

Jose Dolz

Papers citing "Deep Weakly-Supervised Learning Methods for Classification and Localization in Histology Images: A Survey"

50 / 134 papers shown

Title
CoLo-CAM: Class Activation Mapping for Object Co-Localization in Weakly-Labeled Unconstrained Videos Soufiane Belharbi Shakeeb Murtaza M. Pedersoli Ismail Ben Ayed Luke McCaffrey Eric Granger WSOL 183 4 0 28 Jan 2025
Constrained Sampling for Class-Agnostic Weakly Supervised Object Localization Shakeeb Murtaza Soufiane Belharbi M. Pedersoli Aydin Sarraf Eric Granger WSOL ViT 81 9 0 09 Sep 2022
Discriminative Sampling of Proposals in Self-Supervised Transformers for Weakly Supervised Object Localization Shakeeb Murtaza Soufiane Belharbi M. Pedersoli Aydin Sarraf Eric Granger ViT WSOL 79 16 0 09 Sep 2022
TCAM: Temporal Class Activation Maps for Object Localization in Weakly-Labeled Unconstrained Videos Soufiane Belharbi Ismail Ben Ayed Luke McCaffrey Eric Granger WSOL 64 12 0 30 Aug 2022
ScoreNet: Learning Non-Uniform Attention and Augmentation for Transformer-Based Histopathological Image Classification Thomas Stegmüller Behzad Bozorgtabar A. Spahr Jean-Philippe Thiran ViT MedIm 67 42 0 15 Feb 2022
Negative Evidence Matters in Interpretable Histology Image Classification Soufiane Belharbi M. Pedersoli Ismail Ben Ayed Luke McCaffrey Eric Granger 49 12 0 07 Jan 2022
F-CAM: Full Resolution Class Activation Maps via Guided Parametric Upscaling Soufiane Belharbi Aydin Sarraf M. Pedersoli Ismail Ben Ayed Luke McCaffrey Eric Granger WSOL 61 31 0 15 Sep 2021
Shallow Feature Matters for Weakly Supervised Object Localization Junhang Wei Qin Wang Zhen Li Sheng Wang S.Kevin Zhou Shuguang Cui WSOL 49 89 0 02 Aug 2021
TS-CAM: Token Semantic Coupled Attention Map for Weakly Supervised Object Localization Wei Gao Fang Wan Xingjia Pan Zhiliang Peng Qi Tian Zhenjun Han Bolei Zhou QiXiang Ye ViT WSOL 59 201 0 27 Mar 2021
A Survey on Neural Network Interpretability Yu Zhang Peter Tiño A. Leonardis K. Tang FaML XAI 183 676 0 28 Dec 2020
Training data-efficient image transformers & distillation through attention Hugo Touvron Matthieu Cord Matthijs Douze Francisco Massa Alexandre Sablayrolles Hervé Jégou ViT 341 6,731 0 23 Dec 2020
Deep Interpretable Classification and Weakly-Supervised Segmentation of Histology Images via Max-Min Uncertainty Soufiane Belharbi Jérôme Rony Jose Dolz Ismail Ben Ayed Luke McCaffrey Eric Granger 61 53 0 14 Nov 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 526 40,739 0 22 Oct 2020
Deep Active Learning for Joint Classification & Segmentation with Weak Annotator Soufiane Belharbi Ismail Ben Ayed Luke McCaffrey Eric Granger VLM 50 30 0 10 Oct 2020
IS-CAM: Integrated Score-CAM for axiomatic-based explanations Rakshit Naidu Ankita Ghosh Yash Maurya K. ShamanthRNayak Soumya Snigdha Kundu FAtt 106 46 0 06 Oct 2020
Microscopic fine-grained instance classification through deep attention Mengran Fan Tapabrata (Rohan) Chakraborty E. Chang Yan Xu J. Rittscher MedIm 41 16 0 06 Oct 2020
In-sample Contrastive Learning and Consistent Attention for Weakly Supervised Object Localization Minsong Ki Youngjung Uh W. Lee H. Byun WSOL 61 29 0 25 Sep 2020
Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup Jang-Hyun Kim Wonho Choo Hyun Oh Song AAML 76 389 0 15 Sep 2020
Inter-Image Communication for Weakly Supervised Localization Xiaolin Zhang Yunchao Wei Yi Yang WSOL 54 109 0 12 Aug 2020
Axiom-based Grad-CAM: Towards Accurate Visualization and Explanation of CNNs Ruigang Fu Qingyong Hu Xiaohu Dong Yulan Guo Yinghui Gao Biao Li FAtt 51 268 0 05 Aug 2020
Geometry Constrained Weakly Supervised Object Localization Weizeng Lu Xi Jia Weicheng Xie Linlin Shen Yicong Zhou Jinming Duan 36 84 0 19 Jul 2020
Learning from Noisy Labels with Deep Neural Networks: A Survey Hwanjun Song Minseok Kim Dongmin Park Yooju Shin Jae-Gil Lee NoLa 92 985 0 16 Jul 2020
SS-CAM: Smoothed Score-CAM for Sharper Visual Feature Localization Haofan Wang Rakshit Naidu J. Michael Soumya Snigdha Kundu FAtt 96 79 0 25 Jun 2020
Black-box Explanation of Object Detectors via Saliency Maps Vitali Petsiuk R. Jain Varun Manjunatha Vlad I. Morariu Ashutosh Mehra Vicente Ordonez Kate Saenko FAtt 58 124 0 05 Jun 2020
SaliencyMix: A Saliency Guided Data Augmentation Strategy for Better Regularization A. Uddin Sirazam Monira Wheemyung Shin TaeChoong Chung Sung-Ho Bae 49 228 0 02 Jun 2020
Understanding Integrated Gradients with SmoothTaylor for Deep Neural Network Attribution Gary S. W. Goh Sebastian Lapuschkin Leander Weber Wojciech Samek Alexander Binder FAtt 39 35 0 22 Apr 2020
Explaining Deep Neural Networks and Beyond: A Review of Methods and Applications Wojciech Samek G. Montavon Sebastian Lapuschkin Christopher J. Anders K. Müller XAI 101 82 0 17 Mar 2020
Rethinking the Route Towards Weakly Supervised Object Localization Chen-Da Liu-Zhang Yunhao Cao Jianxin Wu WSOL 47 100 0 26 Feb 2020
Evaluating Weakly Supervised Object Localization Methods Right Junsuk Choe Seong Joon Oh Seungho Lee Sanghyuk Chun Zeynep Akata Hyunjung Shim WSOL 351 188 0 21 Jan 2020
Deep neural network models for computational histopathology: A survey C. Srinidhi Ozan Ciga Anne L. Martel AI4CE 97 577 0 28 Dec 2019
Convolutional STN for Weakly Supervised Object Localization Akhil Meethal M. Pedersoli Soufiane Belharbi Eric Granger WSOL 44 12 0 03 Dec 2019
Deep Learning for Whole Slide Image Analysis: An Overview Dennis Núñez Ognjen Arandjelović Peter D Caie MedIm 70 270 0 18 Oct 2019
Understanding Deep Networks via Extremal Perturbations and Smooth Masks Ruth C. Fong Mandela Patrick Andrea Vedaldi AAML 61 415 0 18 Oct 2019
Combinational Class Activation Maps for Weakly Supervised Object Localization Seunghan Yang Yoonhyung Kim Youngeun Kim Changick Kim WSOL 86 78 0 12 Oct 2019
Score-CAM: Score-Weighted Visual Explanations for Convolutional Neural Networks Mehdi Neshat Zifan Wang Bradley Alexander Fan Yang Zijian Zhang Sirui Ding Markus Wagner Xia Hu FAtt 86 1,062 0 03 Oct 2019
Attention-based Dropout Layer for Weakly Supervised Object Localization Junsuk Choe Hyunjung Shim WSOL 94 366 0 27 Aug 2019
Resolving challenges in deep learning-based analyses of histopathological images using explanation methods Miriam Hagele P. Seegerer Sebastian Lapuschkin M. Bockmayr Wojciech Samek Frederick Klauschen K. Müller Alexander Binder 92 161 0 15 Aug 2019
Constrained domain adaptation for Image segmentation M. Bateson Jose Dolz H. Kervadec H. Lombaert Ismail Ben Ayed GAN 66 25 0 08 Aug 2019
Smooth Grad-CAM++: An Enhanced Inference Level Visualization Technique for Deep Convolutional Neural Network Models Daniel Omeiza Skyler Speakman C. Cintas Komminist Weldemariam FAtt 54 217 0 03 Aug 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 604 4,766 0 13 May 2019
Curriculum semi-supervised segmentation H. Kervadec Jose Dolz Eric Granger Ismail Ben Ayed 53 83 0 10 Apr 2019
High-Resolution Representations for Labeling Pixels and Regions Ke Sun Yang Zhao Borui Jiang Tianheng Cheng Bin Xiao Dong Liu Yadong Mu Xinggang Wang Wenyu Liu Jingdong Wang SSeg 65 781 0 09 Apr 2019
FickleNet: Weakly and Semi-supervised Semantic Image Segmentation using Stochastic Inference Jungbeom Lee Eunji Kim Sungmin Lee Jangho Lee Sungroh Yoon 59 421 0 27 Feb 2019
Min-Entropy Latent Model for Weakly Supervised Object Detection Fang Wan Pengxu Wei Zhenjun Han Jianbin Jiao QiXiang Ye WSOD 56 217 0 16 Feb 2019
Interpretable machine learning: definitions, methods, and applications W. James Murdoch Chandan Singh Karl Kumbier R. Abbasi-Asl Bin Yu XAI HAI 157 1,436 0 14 Jan 2019
Interpretable Deep Learning under Fire Xinyang Zhang Ningfei Wang Hua Shen S. Ji Xiapu Luo Ting Wang AAML AI4CE 87 170 0 03 Dec 2018
Sanity Checks for Saliency Maps Julius Adebayo Justin Gilmer M. Muelly Ian Goodfellow Moritz Hardt Been Kim FAtt AAML XAI 123 1,963 0 08 Oct 2018
Deep multiscale convolutional feature learning for weakly supervised localization of chest pathologies in X-ray images S. Sedai Dwarikanath Mahapatra Z. Ge R. Chakravorty R. Garnavi SSL 68 40 0 22 Aug 2018
BACH: Grand Challenge on Breast Cancer Histology Images Guilherme Aresta Teresa Araújo S. Kwok Sai Saketh Chennamsetty P. MohammedSafwanK. ... L. Boulmane A. Campilho C. Eloy A. Polónia Paulo Aguiar 307 567 0 13 Aug 2018
Self-produced Guidance for Weakly-supervised Object Localization Xiaolin Zhang Yunchao Wei Guoliang Kang Yi Yang Thomas Huang WSOL 91 252 0 24 Jul 2018