Negative Evidence Matters in Interpretable Histology Image Classification

7 January 2022

Papers citing "Negative Evidence Matters in Interpretable Histology Image Classification"

50 / 67 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 134 4 0 28 Jan 2025
Adaptive Early-Learning Correction for Segmentation from Noisy Annotations Sheng Liu Kangning Liu Weicheng Zhu Yiqiu Shen C. Fernandez‐Granda NoLa 64 104 0 07 Oct 2021
Shallow Feature Matters for Weakly Supervised Object Localization Junhang Wei Qin Wang Zhen Li Sheng Wang S.Kevin Zhou Shuguang Cui WSOL 42 89 0 02 Aug 2021
Weakly-supervised High-resolution Segmentation of Mammography Images for Breast Cancer Diagnosis Kangning Liu Yiqiu Shen Nan Wu Jakub Chledowski C. Fernandez‐Granda Krzysztof J. Geras 49 23 0 13 Jun 2021
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 49 53 0 14 Nov 2020
Deep Active Learning for Joint Classification & Segmentation with Weak Annotator Soufiane Belharbi Ismail Ben Ayed Luke McCaffrey Eric Granger VLM 40 30 0 10 Oct 2020
Causal Intervention for Weakly-Supervised Semantic Segmentation Dong Zhang Hanwang Zhang Jinhui Tang Xiansheng Hua Qianru Sun CML ISeg 75 448 0 26 Sep 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 34 266 0 05 Aug 2020
Learning from Noisy Labels with Deep Neural Networks: A Survey Hwanjun Song Minseok Kim Dongmin Park Yooju Shin Jae-Gil Lee NoLa 82 976 0 16 Jul 2020
Evaluating and Aggregating Feature-based Model Explanations Umang Bhatt Adrian Weller J. M. F. Moura XAI 70 219 0 01 May 2020
Understanding Integrated Gradients with SmoothTaylor for Deep Neural Network Attribution Gary S. W. Goh Sebastian Lapuschkin Leander Weber Wojciech Samek Alexander Binder FAtt 28 35 0 22 Apr 2020
Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision H. Kervadec Jose Dolz Shanshan Wang Eric Granger Ismail Ben Ayed 39 84 0 14 Apr 2020
Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentation Yude Wang Jie Zhang Meina Kan Shiguang Shan Xilin Chen 75 621 0 09 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 86 82 0 17 Mar 2020
Rethinking the Route Towards Weakly Supervised Object Localization Chen-Da Liu-Zhang Yunhao Cao Jianxin Wu WSOL 40 100 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 343 188 0 21 Jan 2020
Understanding Deep Networks via Extremal Perturbations and Smooth Masks Ruth C. Fong Mandela Patrick Andrea Vedaldi AAML 50 413 0 18 Oct 2019
Iterative Augmentation of Visual Evidence for Weakly-Supervised Lesion Localization in Deep Interpretability Frameworks: Application to Color Fundus Images C. González-Gonzalo B. Liefers Bram van Ginneken C. I. Sánchez MedIm 53 29 0 16 Oct 2019
Combinational Class Activation Maps for Weakly Supervised Object Localization Seunghan Yang Yoonhyung Kim Youngeun Kim Changick Kim WSOL 81 78 0 12 Oct 2019
Deep Weakly-Supervised Learning Methods for Classification and Localization in Histology Images: A Survey Jérôme Rony Soufiane Belharbi Jose Dolz Ismail Ben Ayed Luke McCaffrey Eric Granger 58 71 0 08 Sep 2019
Attention-based Dropout Layer for Weakly Supervised Object Localization Junsuk Choe Hyunjung Shim WSOL 88 366 0 27 Aug 2019
Constrained domain adaptation for Image segmentation M. Bateson Jose Dolz H. Kervadec H. Lombaert Ismail Ben Ayed GAN 50 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 30 217 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 572 4,735 0 13 May 2019
Curriculum semi-supervised segmentation H. Kervadec Jose Dolz Eric Granger Ismail Ben Ayed 30 81 0 10 Apr 2019
Constrained Deep Networks: Lagrangian Optimization via Log-Barrier Extensions H. Kervadec Jose Dolz Jing Yuan Christian Desrosiers Eric Granger Ismail Ben Ayed 22 55 0 08 Apr 2019
FickleNet: Weakly and Semi-supervised Semantic Image Segmentation using Stochastic Inference Jungbeom Lee Eunji Kim Sungmin Lee Jangho Lee Sungroh Yoon 48 421 0 27 Feb 2019
Interpretable Deep Learning under Fire Xinyang Zhang Ningfei Wang Hua Shen S. Ji Xiapu Luo Ting Wang AAML AI4CE 66 169 0 03 Dec 2018
Self-produced Guidance for Weakly-supervised Object Localization Xiaolin Zhang Yunchao Wei Guoliang Kang Yi Yang Thomas Huang WSOL 83 252 0 24 Jul 2018
Constrained-CNN losses for weakly supervised segmentation H. Kervadec Jose Dolz Meng Tang Eric Granger Yuri Boykov Ismail Ben Ayed 57 239 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 72 543 0 11 May 2018
Adversarial Complementary Learning for Weakly Supervised Object Localization Xiaolin Zhang Yunchao Wei Jiashi Feng Yi Yang Thomas Huang WSOL 102 571 0 19 Apr 2018
Normalized Cut Loss for Weakly-supervised CNN Segmentation Meng Tang Abdelaziz Djelouah Federico Perazzi Yuri Boykov Christopher Schroers 27 316 0 04 Apr 2018
Weakly Supervised Instance Segmentation using Class Peak Response Yanzhao Zhou Yi Zhu QiXiang Ye Qiang Qiu Jianbin Jiao WSOL 67 275 0 03 Apr 2018
On Regularized Losses for Weakly-supervised CNN Segmentation Meng Tang Federico Perazzi Abdelaziz Djelouah Ismail Ben Ayed Christopher Schroers Yuri Boykov 46 294 0 26 Mar 2018
Tell Me Where to Look: Guided Attention Inference Network Kunpeng Li Ziyan Wu Kuan-Chuan Peng Jan Ernst Y. Fu 81 530 0 27 Feb 2018
Attention-based Deep Multiple Instance Learning Maximilian Ilse Jakub M. Tomczak Max Welling 111 1,779 0 13 Feb 2018
Visual Interpretability for Deep Learning: a Survey Quanshi Zhang Song-Chun Zhu FaML HAI 75 812 0 02 Feb 2018
A Deep Learning Interpretable Classifier for Diabetic Retinopathy Disease Grading J. D. L. Torre A. Valls D. Puig 63 162 0 21 Dec 2017
Grad-CAM++: Improved Visual Explanations for Deep Convolutional Networks Aditya Chattopadhyay Anirban Sarkar Prantik Howlader V. Balasubramanian FAtt 78 2,274 0 30 Oct 2017
Machine learning methods for histopathological image analysis D. Komura S. Ishikawa 34 695 0 04 Sep 2017
Two-Phase Learning for Weakly Supervised Object Localization Dahun Kim Donghyeon Cho Donggeun Yoo In So Kweon WSOL 61 141 0 07 Aug 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 46 138 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 34 242 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 64 679 0 13 Apr 2017
Interpretable Explanations of Black Boxes by Meaningful Perturbation Ruth C. Fong Andrea Vedaldi FAtt AAML 45 1,514 0 11 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 63 805 0 24 Mar 2017
Constrained Deep Weak Supervision for Histopathology Image Segmentation Zhipeng Jia Xingyi Huang E. Chang Yan Xu 56 218 0 03 Jan 2017
Deep image mining for diabetic retinopathy screening G. Quellec K. Charrière Yassine Boudi B. Cochener M. Lamard MedIm 84 414 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 205 19,796 0 07 Oct 2016