PCRLv2: A Unified Visual Information Preservation Framework for Self-supervised Pre-training in Medical Image Analysis

2 January 2023

Chaoqi Chen

Papers citing "PCRLv2: A Unified Visual Information Preservation Framework for Self-supervised Pre-training in Medical Image Analysis"

35 / 35 papers shown

Title
BioVFM-21M: Benchmarking and Scaling Self-Supervised Vision Foundation Models for Biomedical Image Analysis Jiarun Liu Hong-Yu Zhou Weijian Huang Hao Yang Dongning Song Tao Tan Yong Liang Shanshan Wang MedIm 23 0 0 14 May 2025
MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation Ke Zhang Vishal M. Patel 46 0 0 28 Mar 2025
Foundation Model for Whole-Heart Segmentation: Leveraging Student-Teacher Learning in Multi-Modal Medical Imaging Abdul Qayyum Moona Mazher Devran Ugurlu J. Solís-Lemus C. Rodero Steven A Niederer 40 0 0 24 Mar 2025
Semi-KAN: KAN Provides an Effective Representation for Semi-Supervised Learning in Medical Image Segmentation Zanting Ye Xiaolong Niu Xuanbin Wu Wenxiang Yi Yuan Chang Lijun Lu 43 0 0 19 Mar 2025
Learning 3D Medical Image Models From Brain Functional Connectivity Network Supervision For Mental Disorder Diagnosis Xingcan Hu Wei Wang Li Xiao 38 0 0 06 Mar 2025
GUESS: Generative Uncertainty Ensemble for Self Supervision S. Mohamadi Gianfranco Doretto Donald Adjeroh UQCV 67 0 0 03 Dec 2024
Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions Kai Sun Siyan Xue F. Sun Haoran Sun Yu-Juan Luo ... Xinzhou Wang Lei Yang Shuo Jin Jun Yan Jiahong Dong AI4CE 74 2 0 03 Dec 2024
Multi-modal Vision Pre-training for Medical Image Analysis Shaohao Rui Lingzhi Chen Zhenyu Tang Lilong Wang M. Liu S. Zhang Xiaosong Wang 32 0 0 14 Oct 2024
Large-Scale 3D Medical Image Pre-training with Geometric Context Priors Linshan Wu Jiaxin Zhuang Hao Chen 39 5 0 13 Oct 2024
MedUniSeg: 2D and 3D Medical Image Segmentation via a Prompt-driven Universal Model Yiwen Ye Ziyang Chen Jianpeng Zhang Yutong Xie Yong Xia MedIm 39 3 0 08 Oct 2024
LoRKD: Low-Rank Knowledge Decomposition for Medical Foundation Models Haolin Li Yuhang Zhou Ziheng Zhao Siyuan Du Jiangchao Yao Weidi Xie Ya Zhang Yanfeng Wang 31 1 0 29 Sep 2024
CoBooM: Codebook Guided Bootstrapping for Medical Image Representation Learning Azad Singh Deepak Mishra SSL 42 1 0 08 Aug 2024
Self-supervised learning improves robustness of deep learning lung tumor segmentation to CT imaging differences Jue Jiang Aneesh Rangnekar H. Veeraraghavan OOD 35 0 0 14 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 49 4 0 24 Apr 2024
MLVICX: Multi-Level Variance-Covariance Exploration for Chest X-ray Self-Supervised Representation Learning Azad Singh Vandan Gorade Deepak Mishra SSL 30 2 0 18 Mar 2024
MLIP: Medical Language-Image Pre-training with Masked Local Representation Learning Jiarun Liu Hong-Yu Zhou Cheng Li Weijian Huang Hao Yang Yong Liang Shanshan Wang VLM 48 4 0 03 Jan 2024
Enhancing Representation in Medical Vision-Language Foundation Models via Multi-Scale Information Extraction Techniques Weijian Huang Cheng Li Hong-Yu Zhou Jiarun Liu Hao Yang Yong Liang Guangming Shi Hairong Zheng Shanshan Wang 27 2 0 03 Jan 2024
Multimodal self-supervised learning for lesion localization Hao Yang Hong-Yu Zhou Cheng Li Weijian Huang Jiarun Liu Yong Liang Shanshan Wang SSL 32 3 0 03 Jan 2024
ZePT: Zero-Shot Pan-Tumor Segmentation via Query-Disentangling and Self-Prompting Yankai Jiang Zhongzhen Huang Rongzhao Zhang Xiaofan Zhang Shaoting Zhang VLM 29 10 0 07 Dec 2023
Continual Self-supervised Learning: Towards Universal Multi-modal Medical Data Representation Learning Yiwen Ye Yutong Xie Jianpeng Zhang Ziyang Chen Qi Wu Yong-quan Xia CLL 34 14 0 29 Nov 2023
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 32 12 0 10 Oct 2023
Enhancing Representation in Radiography-Reports Foundation Model: A Granular Alignment Algorithm Using Masked Contrastive Learning Weijian Huang Cheng Li Hao Yang Jiarun Liu Shanshan Wang MedIm 26 20 0 12 Sep 2023
Learning Multiscale Consistency for Self-supervised Electron Microscopy Instance Segmentation Yinda Chen Wei Huang Xiaoyu Liu Shiyu Deng Qi Chen Zhiwei Xiong 40 20 0 19 Aug 2023
Advancing Volumetric Medical Image Segmentation via Global-Local Masked Autoencoder Jiafan Zhuang Luyang Luo Hao Chen 20 11 0 15 Jun 2023
Generative Text-Guided 3D Vision-Language Pretraining for Unified Medical Image Segmentation Yinda Chen Che Liu Wei Huang Sibo Cheng Rossella Arcucci Zhiwei Xiong VLM MedIm 24 48 0 07 Jun 2023
FreMIM: Fourier Transform Meets Masked Image Modeling for Medical Image Segmentation Wenxuan Wang Jing Wang C. L. P. Chen Jianbo Jiao Yuanxiu Cai Shanshan Song Jiangyun Li MedIm 23 18 0 21 Apr 2023
Anatomical Invariance Modeling and Semantic Alignment for Self-supervised Learning in 3D Medical Image Analysis Yankai Jiang Ming Sun Heng Guo Xiaoyu Bai K. Yan Le Lu Minfeng Xu MedIm 29 20 0 11 Feb 2023
Advancing Radiograph Representation Learning with Masked Record Modeling Hong-Yu Zhou Chenyu Lian Lian-cheng Wang Yizhou Yu MedIm 36 55 0 30 Jan 2023
A Survey on Graph Neural Networks and Graph Transformers in Computer Vision: A Task-Oriented Perspective Chaoqi Chen Yushuang Wu Qiyuan Dai Hong-Yu Zhou Mutian Xu Sibei Yang Xiaoguang Han Yizhou Yu ViT MedIm AI4CE 27 73 0 27 Sep 2022
Anatomy-aware Self-supervised Learning for Anomaly Detection in Chest Radiographs Junya Sato Yuki Suzuki T. Wataya Daiki Nishigaki Kosuke Kita Kazuki Yamagata Noriyuki Tomiyama Shoji Kido 15 14 0 09 May 2022
Preservational Learning Improves Self-supervised Medical Image Models by Reconstructing Diverse Contexts Hong-Yu Zhou Chi-Ken Lu Sibei Yang Xiaoguang Han Yizhou Yu SSL CLL 61 85 0 09 Sep 2021
nnFormer: Interleaved Transformer for Volumetric Segmentation Hong-Yu Zhou J. Guo Yinghao Zhang Lequan Yu Liansheng Wang Yizhou Yu ViT MedIm 24 306 0 07 Sep 2021
Bootstrap Representation Learning for Segmentation on Medical Volumes and Sequences Zejian Chen Wei Zhuo Tianfu Wang Wufeng Xue Dong Ni 19 5 0 23 Jun 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 252 3,369 0 09 Mar 2020
TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning Fernando Pérez-García Rachel Sparks Sébastien Ourselin MedIm LM&MA 135 426 0 09 Mar 2020