Positional Contrastive Learning for Volumetric Medical Image Segmentation

16 June 2021

Dewen Zeng

Yawen Wu

Xinrong Hu

Xiaowei Xu

Haiyun Yuan

Papers citing "Positional Contrastive Learning for Volumetric Medical Image Segmentation"

23 / 23 papers shown

Title
Contrastive Learning with Synthetic Positives Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Yiyu Shi SyDa SSL 54 1 0 30 Aug 2024
Self-Supervised Alignment Learning for Medical Image Segmentation Haofeng Li Yiming Ouyang Xiang Wan 42 1 0 22 Jun 2024
Dcl-Net: Dual Contrastive Learning Network for Semi-Supervised Multi-Organ Segmentation L. Wen Zheng-Kai Feng Yun Hou Peng Wang Xi Wu Jiliu Zhou Yan Wang 37 4 0 06 Mar 2024
Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-training Shuang Zeng Lei Zhu Xinliang Zhang Qian Chen Hangzhou He ... Zhaoheng Xie Yanye Lu Qiushi Ren Zhaoheng Xie Yanye Lu 33 0 0 21 Sep 2023
Sparse annotation strategies for segmentation of short axis cardiac MRI J. Stein Maxime Di Folco Julia A. Schnabel 30 1 0 24 Jul 2023
Morph-SSL: Self-Supervision with Longitudinal Morphing to Predict AMD Progression from OCT A. Chakravarty T. Emre Oliver Leingang Sophie Riedl Julia Mai ... S. Sivaprasad Daniel Rueckert A. Lotery U. Schmidt-Erfurth Hrvoje Bogunović 34 1 0 17 Apr 2023
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images Wei-Chien Wang Euijoon Ahn Da-wei Feng Jinman Kim MedIm 32 27 0 10 Feb 2023
ViT-AE++: Improving Vision Transformer Autoencoder for Self-supervised Medical Image Representations Chinmay Prabhakar Hongwei Bran Li Jiancheng Yang Suprosana Shit Benedikt Wiestler Bjoern H. Menze ViT MedIm 39 11 0 18 Jan 2023
A Domain-specific Perceptual Metric via Contrastive Self-supervised Representation: Applications on Natural and Medical Images Hongwei Bran Li Chinmay Prabhakar Suprosanna Shit Johannes C. Paetzold Tamaz Amiranashvili Jianguo Zhang Daniel Rueckert Juan Eugenio Iglesias Benedikt Wiestler Bjoern H. Menze OOD SSL 30 2 0 03 Dec 2022
Keep Your Friends Close & Enemies Farther: Debiasing Contrastive Learning with Spatial Priors in 3D Radiology Images Yejia Zhang Nishchal Sapkota Pengfei Gu Yao Peng Hao Zheng Da Chen 39 5 0 16 Nov 2022
Unsupervised Feature Clustering Improves Contrastive Representation Learning for Medical Image Segmentation Yejia Zhang Xinrong Hu Nishchal Sapkota Yiyu Shi Da Chen SSL 30 3 0 15 Nov 2022
IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image Segmentation Hritam Basak Soumitri Chattopadhyay Rohit Kundu Sayan Nag R. Mallipeddi SSL 14 8 0 26 Oct 2022
Distributed Contrastive Learning for Medical Image Segmentation Yawen Wu Dewen Zeng Zhepeng Wang Yiyu Shi Jingtong Hu FedML 52 48 0 07 Aug 2022
Metadata-enhanced contrastive learning from retinal optical coherence tomography images R. Holland Oliver Leingang Hrvoje Bogunović Sophie Riedl L. Fritsche ... U. Schmidt-Erfurth S. Sivaprasad A. Lotery Daniel Rueckert M. Menten 23 9 0 04 Aug 2022
Contrastive Image Synthesis and Self-supervised Feature Adaptation for Cross-Modality Biomedical Image Segmentation Xinrong Hu Corey Wang Yiyu Shi MedIm 48 1 0 27 Jul 2022
Dissecting Self-Supervised Learning Methods for Surgical Computer Vision Sanat Ramesh V. Srivastav Deepak Alapatt Tong Yu Aditya Murali ... Saurav Sharma A. Fleurentin Georgios Exarchakis Alexandros Karargyris N. Padoy 28 42 0 01 Jul 2022
Volumetric Supervised Contrastive Learning for Seismic Semantic Segmentation Kiran Kokilepersaud Mohit Prabhushankar Ghassan AlRegib SSL 13 16 0 16 Jun 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
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
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
Semi-supervised Contrastive Learning for Label-efficient Medical Image Segmentation Xinrong Hu Dewen Zeng Xiaowei Xu Yiyu Shi SSL 35 105 0 15 Sep 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
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 279 3,378 0 09 Mar 2020