Iterative Augmentation of Visual Evidence for Weakly-Supervised Lesion Localization in Deep Interpretability Frameworks: Application to Color Fundus Images

16 October 2019

Bram van Ginneken

Papers citing "Iterative Augmentation of Visual Evidence for Weakly-Supervised Lesion Localization in Deep Interpretability Frameworks: Application to Color Fundus Images"

22 / 22 papers shown

Title
Attention-based Dropout Layer for Weakly Supervised Object Localization Junsuk Choe Hyunjung Shim WSOL 96 367 0 27 Aug 2019
DeepSeeNet: A deep learning model for automated classification of patient-based age-related macular degeneration severity from color fundus photographs Yifan Peng S. Dharssi Qingyu Chen T. Keenan Elvira Agrón W. Wong E. Chew Zhiyong Lu MedIm 42 264 0 19 Nov 2018
Development and Validation of a Deep Learning Algorithm for Improving Gleason Scoring of Prostate Cancer K. Nagpal Davis Foote Yun-Hui Liu Po-Hsuan Cameron Chen Chen ... A. Evans A. Sangoi C. Mermel J. Hipp Martin C. Stumpe 49 410 0 15 Nov 2018
Producing radiologist-quality reports for interpretable artificial intelligence William Gale Luke Oakden-Rayner G. Carneiro A. Bradley L. Palmer MedIm 75 46 0 01 Jun 2018
ICADx: Interpretable computer aided diagnosis of breast masses S. T. Kim Hakmin Lee Hak Gu Kim Yong Man Ro MedIm 39 30 0 23 May 2018
Generative Image Inpainting with Contextual Attention Jiahui Yu Zhe Lin Jimei Yang Xiaohui Shen Xin Lu Thomas S. Huang GAN DiffM 94 2,265 0 24 Jan 2018
Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV) Been Kim Martin Wattenberg Justin Gilmer Carrie J. Cai James Wexler F. Viégas Rory Sayres FAtt 214 1,842 0 30 Nov 2017
Visual Feature Attribution using Wasserstein GANs Christian F. Baumgartner Lisa M. Koch K. Tezcan Jia Xi Ang E. Konukoglu GAN MedIm 81 144 0 24 Nov 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 56 138 0 29 Jun 2017
Zoom-in-Net: Deep Mining Lesions for Diabetic Retinopathy Detection Zhe Wang Yanxin Yin Jianping Shi Wei Fang Hongsheng Li Xiaogang Wang 52 242 0 14 Jun 2017
Hide-and-Seek: Forcing a Network to be Meticulous for Weakly-supervised Object and Action Localization Krishna Kumar Singh Yong Jae Lee 71 681 0 13 Apr 2017
Axiomatic Attribution for Deep Networks Mukund Sundararajan Ankur Taly Qiqi Yan OOD FAtt 188 5,989 0 04 Mar 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 666 10,786 0 19 Feb 2017
Deep image mining for diabetic retinopathy screening G. Quellec K. Charrière Yassine Boudi B. Cochener M. Lamard MedIm 168 416 0 22 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 297 20,023 0 07 Oct 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 67 5,297 0 25 Apr 2016
Learning Deep Features for Discriminative Localization Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba SSL SSeg FAtt 250 9,319 0 14 Dec 2015
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 883 27,373 0 02 Dec 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,115 0 22 Dec 2014
Striving for Simplicity: The All Convolutional Net Jost Tobias Springenberg Alexey Dosovitskiy Thomas Brox Martin Riedmiller FAtt 248 4,672 0 21 Dec 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.6K 100,386 0 04 Sep 2014
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps Karen Simonyan Andrea Vedaldi Andrew Zisserman FAtt 312 7,295 0 20 Dec 2013