Efficient Active Learning for Image Classification and Segmentation using a Sample Selection and Conditional Generative Adversarial Network

14 June 2018

Dwarikanath Mahapatra

Jean-Philippe Thiran

Papers citing "Efficient Active Learning for Image Classification and Segmentation using a Sample Selection and Conditional Generative Adversarial Network"

47 / 97 papers shown

Title
Multi-Layer Pseudo-Supervision for Histopathology Tissue Semantic Segmentation using Patch-level Classification Labels Chu Han Jiatai Lin Jinhai Mai Yi Wang Qingling Zhang ... Zeyan Xu Xiaomei Huang Guoqiang Han Chang-xiu Liang Zaiyi Liu 32 89 0 14 Oct 2021
Learning of Inter-Label Geometric Relationships Using Self-Supervised Learning: Application To Gleason Grade Segmentation Dwarikanath Mahapatra SSL 36 6 0 01 Oct 2021
When Deep Learners Change Their Mind: Learning Dynamics for Active Learning Javad Zolfaghari Bengar Bogdan Raducanu Joost van de Weijer 11 10 0 30 Jul 2021
Semi-Supervised Active Learning with Temporal Output Discrepancy Siyu Huang Tianyang Wang Haoyi Xiong Jun Huan Dejing Dou UQCV 25 66 0 29 Jul 2021
MCDAL: Maximum Classifier Discrepancy for Active Learning Jae-Won Cho Dong-Jin Kim Yunjae Jung In So Kweon 16 46 0 23 Jul 2021
Knowledge Modelling and Active Learning in Manufacturing Jože M. Rožanec I. Novalija Patrik Zajec K. Kenda Dunja Mladenić AI4CE 19 3 0 05 Jul 2021
Recent Advances in Fibrosis and Scar Segmentation from Cardiac MRI: A State-of-the-Art Review and Future Perspectives Yinzhe Wu Zeyu Tang Binghuan Li D. Firmin Guang Yang 27 40 0 28 Jun 2021
CT Image Synthesis Using Weakly Supervised Segmentation and Geometric Inter-Label Relations For COVID Image Analysis Dwarikanath Mahapatra Ankur Singh 30 8 0 15 Jun 2021
Interpretability-Driven Sample Selection Using Self Supervised Learning For Disease Classification And Segmentation Dwarikanath Mahapatra 23 53 0 13 Apr 2021
Consistency-based Active Learning for Object Detection Weiping Yu Sijie Zhu Taojiannan Yang Cheng Chen ObjD 22 50 0 18 Mar 2021
Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models Jialin Peng Ye Wang VLM 14 58 0 28 Feb 2021
Modeling the Probabilistic Distribution of Unlabeled Data forOne-shot Medical Image Segmentation Yuhang Ding Xin Yu Yi Yang OOD 30 34 0 03 Feb 2021
Diminishing Uncertainty within the Training Pool: Active Learning for Medical Image Segmentation V. Nath Dong Yang Bennett A. Landman Daguang Xu H. Roth 35 68 0 07 Jan 2021
Minimax Active Learning Sayna Ebrahimi William Gan Dian Chen Giscard Biamby Kamyar Salahi Michael Laielli Shizhan Zhu Trevor Darrell 19 26 0 18 Dec 2020
Medical symptom recognition from patient text: An active learning approach for long-tailed multilabel distributions A. Mottaghi P. Sarma X. Amatriain Serena Yeung Anitha Kannan 19 10 0 12 Nov 2020
GASNet: Weakly-supervised Framework for COVID-19 Lesion Segmentation Zhanwei Xu Yukun Cao Cheng Jin Guozhu Shao Xiaoqing Liu Jie Zhou Heshui Shi Jianjiang Feng MedIm 33 25 0 19 Oct 2020
MetaBox+: A new Region Based Active Learning Method for Semantic Segmentation using Priority Maps Pascal Colling L. Roese-Koerner Hanno Gottschalk Matthias Rottmann 30 26 0 05 Oct 2020
Medical Image Segmentation Using Deep Learning: A Survey Risheng Wang Tao Lei Xiaogang Du Yong Wan Hongying Meng A. Nandi SSeg OOD 33 544 0 28 Sep 2020
A Wholistic View of Continual Learning with Deep Neural Networks: Forgotten Lessons and the Bridge to Active and Open World Learning Martin Mundt Yongjun Hong Iuliia Pliushch Visvanathan Ramesh CLL 30 146 0 03 Sep 2020
Mask-guided sample selection for Semi-Supervised Instance Segmentation Míriam Bellver Amaia Salvador Jordi Torres Xavier Giró-i-Nieto ISeg 8 5 0 25 Aug 2020
Contextual Diversity for Active Learning Sharat Agarwal H. Arora Saket Anand Chetan Arora 26 161 0 13 Aug 2020
Structure Preserving Stain Normalization of Histopathology Images Using Self-Supervised Semantic Guidance Dwarikanath Mahapatra Behzad Bozorgtabar Jean-Philippe Thiran Ling Shao MedIm 16 46 0 05 Aug 2020
Importance of Self-Consistency in Active Learning for Semantic Segmentation S. Golestaneh Kris Kitani SSL 24 36 0 04 Aug 2020
DEAL: Deep Evidential Active Learning for Image Classification Patrick Hemmer Niklas Kühl Jakob Schöffer 33 37 0 22 Jul 2020
Deep Active Learning via Open Set Recognition J. Mandivarapu Blake Camp Rolando Estrada BDL VLM UQCV EDL DRL 26 8 0 04 Jul 2020
Registration of Histopathogy Images Using Structural Information From Fine Grained Feature Maps Dwarikanath Mahapatra 15 12 0 04 Jul 2020
Medical Image Generation using Generative Adversarial Networks N. Singh Khalid Raza GAN MedIm 16 20 0 19 May 2020
LRTD: Long-Range Temporal Dependency based Active Learning for Surgical Workflow Recognition Xueying Shi Yueming Jin Qi Dou Pheng-Ann Heng 27 19 0 21 Apr 2020
State-Relabeling Adversarial Active Learning Beichen Zhang Liang Li Shijie Yang Shuhui Wang Zhengjun Zha Qingming Huang 31 126 0 10 Apr 2020
Pathological Retinal Region Segmentation From OCT Images Using Geometric Relation Based Augmentation Dwarikanath Mahapatra Behzad Bozorgtabar Jean-Philippe Thiran Ling Shao 14 29 0 31 Mar 2020
DR-GAN: Conditional Generative Adversarial Network for Fine-Grained Lesion Synthesis on Diabetic Retinopathy Images Yi Zhou Boyang Wang Xiaodong He Shanshan Cui Ling Shao GAN MedIm 27 92 0 10 Dec 2019
Deep learning for cardiac image segmentation: A review Chia-Ju Chen C. Qin Huaqi Qiu G. Tarroni Jinming Duan Wenjia Bai Daniel Rueckert SSeg 3DV 64 674 0 09 Nov 2019
Generative Adversarial Networks And Domain Adaptation For Training Data Independent Image Registration Dwarikanath Mahapatra GAN OOD MedIm 11 7 0 18 Oct 2019
A Survey on Active Learning and Human-in-the-Loop Deep Learning for Medical Image Analysis Samuel Budd E. C. Robinson Bernhard Kainz LM&MA 6 469 0 07 Oct 2019
An Active Learning Approach for Reducing Annotation Cost in Skin Lesion Analysis Xueying Shi Qi Dou Cheng Xue J. Qin Hao Chen Pheng-Ann Heng 31 38 0 05 Sep 2019
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation Nima Tajbakhsh Laura Jeyaseelan Q. Li J. Chiang Zhihao Wu Xiaowei Ding 33 751 0 27 Aug 2019
Benefiting from Multitask Learning to Improve Single Image Super-Resolution Mohammad Saeed Rad Behzad Bozorgtabar C. Musat Urs-Viktor Marti Max Basler H. K. Ekenel Jean-Philippe Thiran SupR 38 15 0 29 Jul 2019
AMD Severity Prediction And Explainability Using Image Registration And Deep Embedded Clustering Dwarikanath Mahapatra 32 15 0 06 Jul 2019
A Semi-Supervised Framework for Automatic Pixel-Wise Breast Cancer Grading of Histological Images Yanyuet Man Xiangyun Ding Xingcheng Yao Han Bao MedIm 14 0 0 03 Jul 2019
Informative sample generation using class aware generative adversarial networks for classification of chest Xrays Behzad Bozorgtabar Dwarikanath Mahapatra Hendrik von Teng Alexander Pollinger L. Ebner Jean-Phillipe Thiran M. Reyes MedIm GAN 18 33 0 24 Apr 2019
Variational Adversarial Active Learning Samarth Sinha Sayna Ebrahimi Trevor Darrell GAN DRL VLM SSL 39 570 0 31 Mar 2019
Training Data Independent Image Registration With GANs Using Transfer Learning And Segmentation Information Dwarikanath Mahapatra Z. Ge MedIm GAN 14 19 0 25 Mar 2019
Progressive Generative Adversarial Networks for Medical Image Super resolution Dwarikanath Mahapatra Behzad Bozorgtabar GAN MedIm 19 28 0 06 Feb 2019
Generative Adversarial Network in Medical Imaging: A Review Xin Yi Ekta Walia P. Babyn GAN MedIm 31 1,370 0 19 Sep 2018
GANs for Medical Image Analysis Salome Kazeminia Christoph Baur Arjan Kuijper Bram van Ginneken Nassir Navab Shadi Albarqouni Anirban Mukhopadhyay MedIm AI4CE 18 408 0 13 Sep 2018
MedGAN: Medical Image Translation using GANs Karim Armanious Chenming Yang Marc Fischer Thomas Kustner K. Nikolaou S. Gatidis Bin Yang GAN MedIm 14 537 0 17 Jun 2018
GAN Based Medical Image Registration Dwarikanath Mahapatra MedIm 18 28 0 07 May 2018