Contrastive learning of global and local features for medical image segmentation with limited annotations

18 June 2020

Papers citing "Contrastive learning of global and local features for medical image segmentation with limited annotations"

43 / 93 papers shown

Title
DU-Net based Unsupervised Contrastive Learning for Cancer Segmentation in Histology Images Yilong Li Yaqi Wang Huiyu Zhou Huaqiong Wang Gangyong Jia Qianni Zhang SSL MedIm 11 1 0 17 Jun 2022
Self-supervised 3D anatomy segmentation using self-distilled masked image transformer (SMIT) Jue Jiang N. Tyagi K. Tringale C. Crane H. Veeraraghavan MedIm 36 34 0 20 May 2022
Voxel-wise Adversarial Semi-supervised Learning for Medical Image Segmentation Chae-Eun Lee H. Park Y. Shin Minyoung Chung 32 8 0 14 May 2022
DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis F. Haghighi M. Taher Michael B. Gotway Jianming Liang MedIm 19 72 0 21 Apr 2022
Unsupervised Contrastive Domain Adaptation for Semantic Segmentation Feihu Zhang V. Koltun Philip H. S. Torr René Ranftl Stephan R. Richter 15 6 0 18 Apr 2022
FCL-GAN: A Lightweight and Real-Time Baseline for Unsupervised Blind Image Deblurring Suiyi Zhao Zhao Zhang Richang Hong Mingliang Xu Yi Yang Meng Wang 18 41 0 16 Apr 2022
CAiD: Context-Aware Instance Discrimination for Self-supervised Learning in Medical Imaging M. Taher F. Haghighi Michael B. Gotway Jianming Liang OOD SSL 11 31 0 15 Apr 2022
Multi-scale and Cross-scale Contrastive Learning for Semantic Segmentation Theodoros Pissas Claudio S. Ravasio L. Cruz Christos Bergeles 15 15 0 25 Mar 2022
ContrastMask: Contrastive Learning to Segment Every Thing Xuehui Wang Kai Zhao Ruixin Zhang Shouhong Ding Yan Wang Wei Shen ISeg 31 34 0 18 Mar 2022
Relative distance matters for one-shot landmark detection Qingsong Yao Jianji Wang Yihua Sun Quan Quan Heqin Zhu S. Kevin Zhou 15 6 0 03 Mar 2022
FreeSOLO: Learning to Segment Objects without Annotations Xinlong Wang Zhiding Yu Shalini De Mello Jan Kautz Anima Anandkumar Chunhua Shen J. Álvarez ISeg SSeg 19 111 0 24 Feb 2022
Graph Convolutional Networks for Multi-modality Medical Imaging: Methods, Architectures, and Clinical Applications Kexin Ding Mu Zhou Zichen Wang Qiao Liu C. Arnold Shaoting Zhang Dimitris N. Metaxas GNN MedIm AI4CE 27 12 0 17 Feb 2022
Federated Contrastive Learning for Dermatological Disease Diagnosis via On-device Learning Yawen Wu Dewen Zeng Zhepeng Wang Yi Sheng Lei Yang A. James Yiyu Shi Jingtong Hu FedML 19 31 0 14 Feb 2022
Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation Xinkai Zhao Chaowei Fang De-Jun Fan Xu-tao Lin Feng Gao Guanbin Li 7 43 0 08 Feb 2022
Contrastive and Selective Hidden Embeddings for Medical Image Segmentation Zhuowei Li Zihao Liu Zhiqiang Hu Qing Xia Ruiqin Xiong Shaoting Zhang Dimitris N. Metaxas Tingting Jiang SSL 27 8 0 21 Jan 2022
Sound and Visual Representation Learning with Multiple Pretraining Tasks A. Vasudevan Dengxin Dai Luc Van Gool SSL 33 6 0 04 Jan 2022
Gaze Estimation with Eye Region Segmentation and Self-Supervised Multistream Learning Zunayed Mahmud Paul Hungler Ali Etemad 18 3 0 15 Dec 2021
Learning Representations with Contrastive Self-Supervised Learning for Histopathology Applications Karin Stacke Jonas Unger Claes Lundström Gabriel Eilertsen OOD SSL 21 25 0 10 Dec 2021
BT-Unet: A self-supervised learning framework for biomedical image segmentation using Barlow Twins with U-Net models Narinder Singh Punn Sonali Agarwal SSL 30 35 0 07 Dec 2021
Uncertainty-Guided Mutual Consistency Learning for Semi-Supervised Medical Image Segmentation Yichi Zhang Rushi Jiao Qingcheng Liao Dongyang Li Jicong Zhang 20 56 0 05 Dec 2021
SPCL: A New Framework for Domain Adaptive Semantic Segmentation via Semantic Prototype-based Contrastive Learning Binhui Xie Kejia Yin Shuang Li 17 11 0 24 Nov 2021
Exploring Feature Representation Learning for Semi-supervised Medical Image Segmentation Huimin Wu X. Li Kwang-Ting Cheng 28 13 0 22 Nov 2021
Diversified Multi-prototype Representation for Semi-supervised Segmentation Jizong Peng Christian Desrosiers M. Pedersoli 29 1 0 16 Nov 2021
Conditional Alignment and Uniformity for Contrastive Learning with Continuous Proxy Labels Benoit Dufumier Pietro Gori J. Victor Antoine Grigis Edouard Duchesnay MedIm 16 6 0 10 Nov 2021
SCALP -- Supervised Contrastive Learning for Cardiopulmonary Disease Classification and Localization in Chest X-rays using Patient Metadata Ajay Jaiswal Tianhao Li Cyprian Zander Yan Han Justin F. Rousseau Yifan Peng Ying Ding 31 14 0 27 Oct 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 34 175 0 17 Sep 2021
Semi-supervised Contrastive Learning for Label-efficient Medical Image Segmentation Xinrong Hu Dewen Zeng Xiaowei Xu Yiyu Shi SSL 19 104 0 15 Sep 2021
Self-supervised Multi-scale Consistency for Weakly Supervised Segmentation Learning Gabriele Valvano Andrea Leo Sotirios A. Tsaftaris 31 5 0 26 Aug 2021
Exploring Transferable and Robust Adversarial Perturbation Generation from the Perspective of Network Hierarchy Ruikui Wang Yuanfang Guo Ruijie Yang Yunhong Wang AAML 17 3 0 16 Aug 2021
Self-supervised Contrastive Learning of Multi-view Facial Expressions Shuvendu Roy Ali Etemad 23 38 0 15 Aug 2021
Few-Shot Segmentation with Global and Local Contrastive Learning Weide Liu Zhonghua Wu Henghui Ding Fayao Liu Jie Lin Guosheng Lin Wei Zhou 32 24 0 11 Aug 2021
Contrastive Learning for View Classification of Echocardiograms A. Chartsias Shan Gao A. Mumith Jorge Oliveira K. Bhatia Bernhard Kainz A. Beqiri 19 10 0 06 Aug 2021
Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels Jizong Peng Ping Wang Chrisitian Desrosiers M. Pedersoli SSL 29 63 0 29 Jul 2021
Challenges for machine learning in clinical translation of big data imaging studies Nicola K. Dinsdale Emma Bluemke V. Sundaresan M. Jenkinson Stephen Smith Ana I. L. Namburete AI4CE 32 41 0 07 Jul 2021
Contrastive Learning with Continuous Proxy Meta-Data for 3D MRI Classification Benoit Dufumier Pietro Gori J. Victor Antoine Grigis M. Wessa ... P. Favre M. Polosan C. Mcdonald C. Piguet Edouard Duchesnay SSL 16 65 0 16 Jun 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 18 569 0 27 May 2021
Domain Adaptation for Semantic Segmentation via Patch-Wise Contrastive Learning Weizhe Liu David Ferstl S. Schulter L. Zebedin Pascal Fua C. Leistner 92 38 0 22 Apr 2021
Contrastive Learning of Single-Cell Phenotypic Representations for Treatment Classification A. Perakis A. Gorji Samriddhi Jain K. Chaitanya Simone Rizza E. Konukoglu SSL 21 33 0 30 Mar 2021
MedAug: Contrastive learning leveraging patient metadata improves representations for chest X-ray interpretation Yen Nhi Truong Vu Richard Wang N. Balachandar Can Liu A. Ng Pranav Rajpurkar 13 81 0 21 Feb 2021
Self-supervised driven consistency training for annotation efficient histopathology image analysis C. Srinidhi Seung Wook Kim Fu-Der Chen Anne L. Martel SSL 19 109 0 07 Feb 2021
Contrastive Learning for Label-Efficient Semantic Segmentation Xiangyu Zhao Raviteja Vemulapalli Philip Mansfield Boqing Gong Bradley Green Lior Shapira Ying Nian Wu SSL SSeg 24 174 0 13 Dec 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,369 0 09 Mar 2020
A Survey on Deep Learning-based Architectures for Semantic Segmentation on 2D images Irem Ülkü Erdem Akagündüz SSeg 23 189 0 21 Dec 2019