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"

50 / 110 papers shown

Title
Optimizing transformations for contrastive learning in a differentiable framework Camille Ruppli Pietro Gori R. Ardon Isabelle Bloch MedIm 33 2 0 27 Jul 2022
Contrastive Image Synthesis and Self-supervised Feature Adaptation for Cross-Modality Biomedical Image Segmentation Xinrong Hu Corey Wang Yiyu Shi MedIm 43 1 0 27 Jul 2022
Pseudo-label Guided Cross-video Pixel Contrast for Robotic Surgical Scene Segmentation with Limited Annotations Yang Yu Zixu Zhao Yueming Jin Guangyong Chen Qi Dou Pheng-Ann Heng 28 4 0 20 Jul 2022
A Closer Look at Invariances in Self-supervised Pre-training for 3D Vision Lanxiao Li M. Heizmann 3DPC 30 27 0 11 Jul 2022
Efficient and Robust Training of Dense Object Nets for Multi-Object Robot Manipulation David B. Adrian A. Kupcsik Markus Spies Heiko Neumann 3DPC 48 7 0 24 Jun 2022
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 13 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 Harini 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 34 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 Torr René Ranftl Stephan R. Richter 21 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 23 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 15 31 0 15 Apr 2022
Multi-scale and Cross-scale Contrastive Learning for Semantic Segmentation Theodoros Pissas Claudio S. Ravasio L. Cruz Christos Bergeles 25 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
On the pitfalls of entropy-based uncertainty for multi-class semi-supervised segmentation Martin Van Waerebeke Gregory A. Lodygensky Jose Dolz UQCV 15 2 0 07 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 24 112 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 30 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 22 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 20 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 35 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 24 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 32 35 0 07 Dec 2021
Joint Learning of Localized Representations from Medical Images and Reports Philipp Muller Georgios Kaissis Cong Zou Daniel Munich 140 81 0 06 Dec 2021
Uncertainty-Guided Mutual Consistency Learning for Semi-Supervised Medical Image Segmentation Yichi Zhang Rushi Jiao Qingcheng Liao Dongyang Li Jicong Zhang 35 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 28 11 0 24 Nov 2021
Exploring Feature Representation Learning for Semi-supervised Medical Image Segmentation Huimin Wu Xiaomeng 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 36 14 0 27 Oct 2021
Contrastive Learning for Neural Topic Model Thong Nguyen A. Luu 26 56 0 25 Oct 2021
Learn to Ignore: Domain Adaptation for Multi-Site MRI Analysis J. Wolleb Robin Sandkühler Florentin Bieder M. Barakovic N. Hadjikhani A. Papadopoulou Ozgur Yaldizli J. Kuhle Cristina Granziera Philippe C. Cattin OOD 24 8 0 13 Oct 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 37 176 0 17 Sep 2021
Semi-supervised Contrastive Learning for Label-efficient Medical Image Segmentation Xinrong Hu Dewen Zeng Xiaowei Xu Yiyu Shi SSL 27 105 0 15 Sep 2021
Self-supervised Tumor Segmentation through Layer Decomposition Xiaoman Zhang Weidi Xie Chaoqin Huang Yanfeng Wang Ya Zhang Xin Chen Qi Tian 29 5 0 07 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
Unsupervised Local Discrimination for Medical Images Huai Chen Renzhen Wang Xiuying Wang Jieyu Li Qu Fang Hui Li Jianhao Bai Qing Peng Deyu Meng Lisheng Wang SSL 20 7 0 21 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 31 38 0 15 Aug 2021
Unsupervised Disentanglement without Autoencoding: Pitfalls and Future Directions Andrea Burns Aaron Sarna Dilip Krishnan Aaron Maschinot CoGe DRL SSL 38 4 0 14 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 34 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 33 11 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 31 63 0 29 Jul 2021
Hierarchical Self-Supervised Learning for Medical Image Segmentation Based on Multi-Domain Data Aggregation Hao Zheng Jun Han Hongxiao Wang Lin Yang Zhuo Zhao Chaoli Wang Danny Chen 29 23 0 10 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
Positional Contrastive Learning for Volumetric Medical Image Segmentation Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Haiyun Yuan Meiping Huang Zhuang Jian Jingtong Hu Yiyu Shi 29 91 0 16 Jun 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 24 66 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 18 572 0 27 May 2021