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"

34 / 134 papers shown

Title
ContextLocNet: Context-Aware Deep Network Models for Weakly Supervised Localization Vadim Kantorov Maxime Oquab Minsu Cho Ivan Laptev WSOL 58 306 0 14 Sep 2016
Top-down Neural Attention by Excitation Backprop Jianming Zhang Zhe Lin Jonathan Brandt Xiaohui Shen Stan Sclaroff 79 947 0 01 Aug 2016
The Mythos of Model Interpretability Zachary Chase Lipton FaML 164 3,685 0 10 Jun 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 225 18,195 0 02 Jun 2016
ScribbleSup: Scribble-Supervised Convolutional Networks for Semantic Segmentation Di Lin Jifeng Dai Jiaya Jia Kaiming He Jian Sun SSeg 121 1,006 0 18 Apr 2016
DCAN: Deep Contour-Aware Networks for Accurate Gland Segmentation Hao Chen Xiaojuan Qi Lequan Yu Pheng-Ann Heng MedIm 65 580 0 10 Apr 2016
Simple Does It: Weakly Supervised Instance and Semantic Segmentation Anna Khoreva Rodrigo Benenson J. Hosang Matthias Hein Bernt Schiele WSOD VLM ISeg 81 745 0 24 Mar 2016
Weakly Supervised Localization using Deep Feature Maps Archith J. Bency H. Kwon Hyungtae Lee S. Karthikeyan B. S. Manjunath WSOL 52 73 0 01 Mar 2016
Gland Segmentation in Colon Histology Images: The GlaS Challenge Contest K. Sirinukunwattana J. Pluim Hao Chen Xiaojuan Qi Pheng-Ann Heng ... Philipp Kainz Michael Pfeiffer M. Urschler David R. J. Snead Nasir M. Rajpoot 88 794 0 01 Mar 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.0K 16,931 0 16 Feb 2016
Learning Deep Features for Discriminative Localization Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba SSL SSeg FAtt 233 9,298 0 14 Dec 2015
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.0K 193,426 0 10 Dec 2015
SSD: Single Shot MultiBox Detector Wen Liu Dragomir Anguelov D. Erhan Christian Szegedy Scott E. Reed Cheng-Yang Fu Alexander C. Berg ObjD BDL 198 29,742 0 08 Dec 2015
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 768 27,303 0 02 Dec 2015
ProNet: Learning to Propose Object-specific Boxes for Cascaded Neural Networks Chen Sun Manohar Paluri R. Collobert Ram Nevatia Lubomir D. Bourdev 71 61 0 12 Nov 2015
Weakly Supervised Deep Detection Networks Hakan Bilen Andrea Vedaldi WSOD 67 788 0 09 Nov 2015
Constrained Convolutional Neural Networks for Weakly Supervised Segmentation Deepak Pathak Philipp Krahenbuhl Trevor Darrell SSeg 83 613 0 11 Jun 2015
You Only Look Once: Unified, Real-Time Object Detection Joseph Redmon S. Divvala Ross B. Girshick Ali Farhadi ObjD 658 36,801 0 08 Jun 2015
What's the Point: Semantic Segmentation with Point Supervision Amy Bearman Olga Russakovsky V. Ferrari Li Fei-Fei 3DPC 93 986 0 06 Jun 2015
Spatial Transformer Networks Max Jaderberg Karen Simonyan Andrew Zisserman Koray Kavukcuoglu 292 7,379 0 05 Jun 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 471 62,122 0 04 Jun 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.6K 76,917 0 18 May 2015
Fast R-CNN Ross B. Girshick ObjD 290 25,033 0 30 Apr 2015
Patch-based Convolutional Neural Network for Whole Slide Tissue Image Classification L. Hou Dimitris Samaras Tahsin M. Kurc Yi Gao James E. Davis Joel H. Saltz MedIm 54 775 0 29 Apr 2015
BoxSup: Exploiting Bounding Boxes to Supervise Convolutional Networks for Semantic Segmentation Jifeng Dai Kaiming He Jian Sun 171 1,044 0 05 Mar 2015
Weakly Supervised Object Localization with Multi-fold Multiple Instance Learning R. G. Cinbis Jakob Verbeek Cordelia Schmid WSOD SSL 61 430 0 03 Mar 2015
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 156 4,888 0 22 Dec 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.4K 100,213 0 04 Sep 2014
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 511 27,263 0 01 Sep 2014
Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun ObjD 357 11,199 0 18 Jun 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 377 43,524 0 01 May 2014
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 245 14,893 1 21 Dec 2013
Network In Network Min Lin Qiang Chen Shuicheng Yan 279 6,274 0 16 Dec 2013
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 519 15,861 0 12 Nov 2013