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 / 93 papers shown

Title
OWT: A Foundational Organ-Wise Tokenization Framework for Medical Imaging Sifan Song Siyeop Yoon Pengfei Jin Sekeun Kim Matthew Tivnan ... Zhiliang Lyu Dufan Wu Ning Guo Xiang Li Quanzheng Li OOD ViT 64 0 0 08 May 2025
MSA-UNet3+: Multi-Scale Attention UNet3+ with New Supervised Prototypical Contrastive Loss for Coronary DSA Image Segmentation Rayan Merghani Ahmed Adnan Iltaf Mohamed Elmanna Gang Zhao Hongliang Li Yue Du Bin Li Shoujun Zhou 125 0 0 07 Apr 2025
Intensity-Spatial Dual Masked Autoencoder for Multi-Scale Feature Learning in Chest CT Segmentation Yuexing Ding Jun Wang H. Lyu 86 0 0 17 Feb 2025
Homeomorphism Prior for False Positive and Negative Problem in Medical Image Dense Contrastive Representation Learning Yuting He Boyu Wang Rongjun Ge Yang Chen Guanyu Yang Shuo Li MedIm AAML 67 2 0 07 Feb 2025
Bridging Contrastive Learning and Domain Adaptation: Theoretical Perspective and Practical Application Gonzalo Iñaki Quintana Laurence Vancamberg Vincent Jugnon Agnès Desolneux Mathilde Mougeot MedIm 46 1 0 28 Jan 2025
Unified 3D MRI Representations via Sequence-Invariant Contrastive Learning Liam Chalcroft Jenny Crinion Cathy J. Price John Ashburner 136 0 0 21 Jan 2025
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks? Wenxuan Li Alan L. Yuille Zongwei Zhou MedIm 43 8 0 20 Jan 2025
ACE: Anatomically Consistent Embeddings in Composition and Decomposition Ziyu Zhou Haozhe Luo M. Taher Jiaxuan Pang Xiaowei Ding Michael B. Gotway Jianming Liang MedIm 47 0 0 20 Jan 2025
Revisiting MAE pre-training for 3D medical image segmentation Tassilo Wald Constantin Ulrich Stanislav Lukyanenko Andrei Goncharov Alberto Paderno Leander Maerkisch Paul F. Jäger Paul F. Jäger Klaus Maier-Hein 42 2 0 30 Oct 2024
MedMAE: A Self-Supervised Backbone for Medical Imaging Tasks Anubhav Gupta Islam I. Osman Mohamed S. Shehata John W. Braun 29 1 0 20 Jul 2024
AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking Yuheng Li Tianyu Luan Yizhou Wu Shaoyan Pan Yenho Chen Xiaofeng Yang 37 4 0 09 Jul 2024
Self-Supervised Alignment Learning for Medical Image Segmentation Haofeng Li Yiming Ouyang Xiang Wan 34 1 0 22 Jun 2024
Benchmarking Vision-Language Contrastive Methods for Medical Representation Learning Shuvendu Roy Yasaman Parhizkar Franklin Ogidi Vahid Reza Khazaie Michael Colacci Ali Etemad Elham Dolatabadi Arash Afkanpour VLM 44 1 0 11 Jun 2024
S4: Self-Supervised Sensing Across the Spectrum Jay Shenoy Xinjian Davis Zhang Shlok Mehrotra Bill Tao Rem Yang Han Zhao Deepak Vasisht AI4TS 27 2 0 02 May 2024
MiM: Mask in Mask Self-Supervised Pre-Training for 3D Medical Image Analysis Jiaxin Zhuang Linshan Wu Qiong Wang V. Vardhanabhuti Lin Luo Hao Chen Hao Chen 57 4 0 24 Apr 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 35 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 25 0 0 21 Sep 2023
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars W. Feng Lingting Zhu Lequan Yu MedIm 17 19 0 27 Aug 2023
Contrastive Conditional Latent Diffusion for Audio-visual Segmentation Yuxin Mao Jing Zhang Mochu Xiang Yun-Qiu Lv Yiran Zhong Yuchao Dai DiffM 43 28 0 31 Jul 2023
vox2vec: A Framework for Self-supervised Contrastive Learning of Voxel-level Representations in Medical Images M. Goncharov Vera Soboleva Anvar Kurmukov Maxim Pisov Mikhail Belyaev SSL 13 10 0 27 Jul 2023
Scribble-supervised Cell Segmentation Using Multiscale Contrastive Regularization Hyunwoo Oh Kanggeun Lee Won-Ki Jeong 28 8 0 25 Jun 2023
Semi-Supervised Relational Contrastive Learning Attiano Purpura-Pontoniere D. Terzopoulos Adam S. Wang A. Imran SSL 12 1 0 11 Apr 2023
Local Contrastive Learning for Medical Image Recognition S. A. Rizvi Ruixiang Tang X. Jiang X. Ma X. Hu 25 6 0 24 Mar 2023
Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN Images Ankit V. Manerikar A. Kak VLM 16 2 0 10 Mar 2023
DrasCLR: A Self-supervised Framework of Learning Disease-related and Anatomy-specific Representation for 3D Medical Images K. Yu Li Sun Junxiang Chen Maxwell Reynolds Tigmanshu Chaudhary Kayhan Batmanghelich 17 1 0 21 Feb 2023
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images Wei-Chien Wang E. Ahn Da-wei Feng Jinman Kim MedIm 24 27 0 10 Feb 2023
Learning Generalized Hybrid Proximity Representation for Image Recognition Zhiyuan Li Anca L. Ralescu 21 3 0 31 Jan 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 26 11 0 18 Jan 2023
Self-supervised Learning for Segmentation and Quantification of Dopamine Neurons in Parkinson's Disease F. Haghighi Soumitra Ghosh Hai Ngu Sarah Chu Han Lin Mohsen Hejrati Baris Bingol Somaye Hashemifar 16 2 0 11 Jan 2023
MSCDA: Multi-level Semantic-guided Contrast Improves Unsupervised Domain Adaptation for Breast MRI Segmentation in Small Datasets Sheng Kuang Henry C. Woodruff R. Granzier T. Nijnatten M. Lobbes M. Smidt Philippe Lambin S. Mehrkanoon 25 16 0 04 Jan 2023
PCRLv2: A Unified Visual Information Preservation Framework for Self-supervised Pre-training in Medical Image Analysis Hong-Yu Zhou Chi-Ken Lu Chaoqi Chen Sibei Yang Yizhou Yu 42 53 0 02 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 25 2 0 03 Dec 2022
Contrastive pretraining for semantic segmentation is robust to noisy positive pairs Sebastian Gerard Josephine Sullivan 24 1 0 24 Nov 2022
Prompt Tuning for Parameter-efficient Medical Image Segmentation Marc Fischer Alexander Bartler Bin Yang SSeg 14 18 0 16 Nov 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 31 5 0 16 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
SSiT: Saliency-guided Self-supervised Image Transformer for Diabetic Retinopathy Grading Yijin Huang Junyan Lyu Pujin Cheng Roger Tam Xiaoying Tang ViT MedIm 19 19 0 20 Oct 2022
Data-Limited Tissue Segmentation using Inpainting-Based Self-Supervised Learning J. Dominic Nandita Bhaskhar Arjun D Desai Andrew M Schmidt E. Rubin ... G. Gold B. Hargreaves L. Lenchik R. Boutin Akshay S. Chaudhari 13 0 0 14 Oct 2022
Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation Learning Fuying Wang Yuyin Zhou Shujun Wang V. Vardhanabhuti Lequan Yu 21 137 0 12 Oct 2022
Contrastive learning for unsupervised medical image clustering and reconstruction Matteo Ferrante T. Boccato Simeon E. Spasov A. Duggento N. Toschi SSL DRL 6 2 0 24 Sep 2022
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation Chen Liu Matthew Amodio Liangbo L. Shen Feng Gao A. Avesta S. Aneja Jay C. Wang L. V. Priore Smita Krishnaswamy OOD MedIm 19 13 0 23 Sep 2022
Federated Self-Supervised Contrastive Learning and Masked Autoencoder for Dermatological Disease Diagnosis Yawen Wu Dewen Zeng Zhepeng Wang Yi Sheng Lei Yang A. James Yiyu Shi Jingtong Hu 18 7 0 24 Aug 2022
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures Ran Gu Jingyang Zhang Guotai Wang Wenhui Lei Tao Song Xiaofan Zhang Kang Li Shaoting Zhang 24 41 0 18 Aug 2022
HSIC-InfoGAN: Learning Unsupervised Disentangled Representations by Maximising Approximated Mutual Information Xiao Liu Spyridon Thermos Pedro Sanchez Alison Q. OÑeil Sotirios A. Tsaftaris 39 1 0 06 Aug 2022
FixMatchSeg: Fixing FixMatch for Semi-Supervised Semantic Segmentation Pratima Upretee Bishesh Khanal MedIm 21 10 0 31 Jul 2022
Optimizing transformations for contrastive learning in a differentiable framework Camille Ruppli Pietro Gori R. Ardon Isabelle Bloch MedIm 20 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 30 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 21 4 0 20 Jul 2022
A Closer Look at Invariances in Self-supervised Pre-training for 3D Vision Lanxiao Li M. Heizmann 3DPC 27 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 41 7 0 24 Jun 2022