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
Predicting breast tumor proliferation from whole-slide images: the TUPAC16 challenge M. Veta Y. Heng N. Stathonikos B. Bejnordi F. Beca ... E. Chang Yan Xu Andrew H. Beck P. Diest J. Pluim 56 263 0 22 Jul 2018
RISE: Randomized Input Sampling for Explanation of Black-box Models Vitali Petsiuk Abir Das Kate Saenko FAtt 172 1,169 0 19 Jun 2018
Cancer Metastasis Detection With Neural Conditional Random Field Yi Li Ming-Yu Liu MedIm 62 100 0 19 Jun 2018
Multiple Instance Learning for Heterogeneous Images: Training a CNN for Histopathology Heather D. Couture J. S. Marron C. Perou M. Troester Marc Niethammer 3DH 50 61 0 13 Jun 2018
Few-Shot Segmentation Propagation with Guided Networks Kate Rakelly Evan Shelhamer Trevor Darrell Alexei A. Efros Sergey Levine 78 118 0 25 May 2018
Constrained-CNN losses for weakly supervised segmentation H. Kervadec Jose Dolz Meng Tang Eric Granger Yuri Boykov Ismail Ben Ayed 62 239 0 12 May 2018
Revisiting Dilated Convolution: A Simple Approach for Weakly- and Semi- Supervised Semantic Segmentation Yunchao Wei Huaxin Xiao Humphrey Shi Zequn Jie Jiashi Feng Thomas S. Huang SSeg 80 544 0 11 May 2018
Weakly-Supervised Learning-Based Feature Localization in Confocal Laser Endomicroscopy Glioma Images Mohammadhassan Izadyyazdanabadi E. Belykh C. Cavallo Xiaochun Zhao S. Gandhi L. Moreira J. Eschbacher P. Nakaji M. Preul Yezhou Yang 66 35 0 25 Apr 2018
Adversarial Complementary Learning for Weakly Supervised Object Localization Xiaolin Zhang Yunchao Wei Jiashi Feng Yi Yang Thomas Huang WSOL 126 572 0 19 Apr 2018
Not-so-supervised: a survey of semi-supervised, multi-instance, and transfer learning in medical image analysis Veronika Cheplygina Marleen de Bruijne J. Pluim 47 748 0 17 Apr 2018
Normalized Cut Loss for Weakly-supervised CNN Segmentation Meng Tang Abdelaziz Djelouah Federico Perazzi Yuri Boykov Christopher Schroers 44 317 0 04 Apr 2018
Weakly Supervised Instance Segmentation using Class Peak Response Yanzhao Zhou Yi Zhu QiXiang Ye Qiang Qiu Jianbin Jiao WSOL 77 275 0 03 Apr 2018
Tell Me Where to Look: Guided Attention Inference Network Kunpeng Li Ziyan Wu Kuan-Chuan Peng Jan Ernst Y. Fu 106 531 0 27 Feb 2018
Multi-Evidence Filtering and Fusion for Multi-Label Classification, Object Detection and Semantic Segmentation Based on Weakly Supervised Learning Weifeng Ge Sibei Yang Yizhou Yu 76 189 0 26 Feb 2018
Attention-based Deep Multiple Instance Learning Maximilian Ilse Jakub M. Tomczak Max Welling 157 1,811 0 13 Feb 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 357 13,103 0 07 Feb 2018
Visual Interpretability for Deep Learning: a Survey Quanshi Zhang Song-Chun Zhu FaML HAI 120 819 0 02 Feb 2018
Classification and Disease Localization in Histopathology Using Only Global Labels: A Weakly-Supervised Approach P. Courtiol Eric W. Tramel Marc Sanselme G. Wainrib 59 116 0 01 Feb 2018
Deep Learning: A Critical Appraisal G. Marcus HAI VLM 117 1,040 0 02 Jan 2018
A Deep Learning Interpretable Classifier for Diabetic Retinopathy Disease Grading J. D. L. Torre A. Valls D. Puig 143 162 0 21 Dec 2017
The (Un)reliability of saliency methods Pieter-Jan Kindermans Sara Hooker Julius Adebayo Maximilian Alber Kristof T. Schütt Sven Dähne D. Erhan Been Kim FAtt XAI 91 684 0 02 Nov 2017
Grad-CAM++: Improved Visual Explanations for Deep Convolutional Networks Aditya Chattopadhyay Anirban Sarkar Prantik Howlader V. Balasubramanian FAtt 101 2,289 0 30 Oct 2017
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 271 9,743 0 25 Oct 2017
Convolutional Neural Networks for Histopathology Image Classification: Training vs. Using Pre-Trained Networks Brady Kieffer Morteza Babaie Shivam Kalra H. R. Tizhoosh 38 124 0 11 Oct 2017
Soft Proposal Networks for Weakly Supervised Object Localization Yi Zhu Yanzhao Zhou QiXiang Ye Qiang Qiu Jianbin Jiao WSOL 47 150 0 06 Sep 2017
Machine learning methods for histopathological image analysis D. Komura S. Ishikawa 56 696 0 04 Sep 2017
Explainable Artificial Intelligence: Understanding, Visualizing and Interpreting Deep Learning Models Wojciech Samek Thomas Wiegand K. Müller XAI VLM 68 1,188 0 28 Aug 2017
Improved Regularization of Convolutional Neural Networks with Cutout Terrance Devries Graham W. Taylor 107 3,758 0 15 Aug 2017
Two-Phase Learning for Weakly Supervised Object Localization Dahun Kim Donghyeon Cho Donggeun Yoo In So Kweon WSOL 67 142 0 07 Aug 2017
Discriminative Localization in CNNs for Weakly-Supervised Segmentation of Pulmonary Nodules Xinyang Feng Jie Yang Andrew F. Laine Elsa D. Angelini 28 159 0 04 Jul 2017
Weakly-supervised localization of diabetic retinopathy lesions in retinal fundus images Waleed M. Gondal Jan M. Köhler René Grzeszick G. Fink M. Hirsch MedIm 51 138 0 29 Jun 2017
Real Time Image Saliency for Black Box Classifiers P. Dabkowski Y. Gal 62 588 0 22 May 2017
Network Dissection: Quantifying Interpretability of Deep Visual Representations David Bau Bolei Zhou A. Khosla A. Oliva Antonio Torralba MILM FAtt 132 1,514 1 19 Apr 2017
Deep Self-Taught Learning for Weakly Supervised Object Localization Zequn Jie Yunchao Wei Xiaojie Jin Jiashi Feng Wen Liu SSL WSOL 31 194 0 18 Apr 2017
Hide-and-Seek: Forcing a Network to be Meticulous for Weakly-supervised Object and Action Localization Krishna Kumar Singh Yong Jae Lee 67 680 0 13 Apr 2017
Interpretable Explanations of Black Boxes by Meaningful Perturbation Ruth C. Fong Andrea Vedaldi FAtt AAML 74 1,517 0 11 Apr 2017
Multiple Instance Detection Network with Online Instance Classifier Refinement Peng Tang Xinggang Wang X. Bai Wenyu Liu WSOD 67 442 0 01 Apr 2017
Object Region Mining with Adversarial Erasing: A Simple Classification to Semantic Segmentation Approach Yunchao Wei Jiashi Feng Xiaodan Liang Ming-Ming Cheng Yao-Min Zhao Shuicheng Yan 75 808 0 24 Mar 2017
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 376 3,776 0 28 Feb 2017
The importance of stain normalization in colorectal tissue classification with convolutional networks F. Ciompi Oscar G. F. Geessink B. Bejnordi Gabriel Silva de Souza A. Baidoshvili G. Litjens Bram van Ginneken Iris Nagtegaal Jeroen van der Laak MedIm 49 201 0 20 Feb 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 610 10,759 0 19 Feb 2017
Constrained Deep Weak Supervision for Histopathology Image Segmentation Zhipeng Jia Xingyi Huang E. Chang Yan Xu 82 218 0 03 Jan 2017
Automatic labeling of molecular biomarkers of whole slide immunohistochemistry images using fully convolutional networks F. Sheikhzadeh M. Guillaud Rabab Ward 46 14 0 30 Dec 2016
3D fully convolutional networks for subcortical segmentation in MRI: A large-scale study J. Dolz Christian Desrosiers Ismail Ben Ayed 3DV 61 366 0 12 Dec 2016
Multiple Instance Learning: A Survey of Problem Characteristics and Applications M. Carbonneau Veronika Cheplygina Eric Granger G. Gagnon 59 625 0 11 Dec 2016
Weakly Supervised Cascaded Convolutional Networks Ali Diba Vivek Sharma A. Pazandeh Hamed Pirsiavash Luc Van Gool WSOD 48 298 0 24 Nov 2016
Understanding deep learning requires rethinking generalization Chiyuan Zhang Samy Bengio Moritz Hardt Benjamin Recht Oriol Vinyals HAI 320 4,624 0 10 Nov 2016
Deep Learning Assessment of Tumor Proliferation in Breast Cancer Histological Images Manan A. Shah Christopher A. Rubadue D. Suster Dayong Wang 47 40 0 11 Oct 2016
Revisiting Multiple Instance Neural Networks Xinggang Wang Yongluan Yan Peng Tang X. Bai Wenyu Liu 110 445 0 08 Oct 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 260 19,929 0 07 Oct 2016