Multimodal Self-Supervised Learning for Medical Image Analysis

11 December 2019

Papers citing "Multimodal Self-Supervised Learning for Medical Image Analysis"

20 / 20 papers shown

Title
Synergy-CLIP: Extending CLIP with Multi-modal Integration for Robust Representation Learning Sangyeon Cho Jangyeong Jeon Mingi Kim Junyeong Kim CLIP VLM 92 0 0 30 Apr 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 58 0 0 20 Jan 2025
MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image Segmentation Taha Koleilat Hojat Asgariandehkordi H. Rivaz Yiming Xiao MedIm VLM 51 7 0 28 Sep 2024
AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking Yuheng Li Tianyu Luan Yizhou Wu Shaoyan Pan Yenho Chen Xiaofeng Yang 40 5 0 09 Jul 2024
Learning Anatomically Consistent Embedding for Chest Radiography Ziyu Zhou Haozhe Luo Jiaxuan Pang Xiaowei Ding Michael B. Gotway Jianming Liang SSL 19 5 0 01 Dec 2023
CL-MRI: Self-Supervised Contrastive Learning to Improve the Accuracy of Undersampled MRI Reconstruction Mevan Ekanayake Zhehuai Chen Mehrtash Harandi Gary Egan Zhaolin Chen 35 3 0 01 Jun 2023
Best of Both Worlds: Multimodal Contrastive Learning with Tabular and Imaging Data Paul Hager M. Menten Daniel Rueckert 31 47 0 24 Mar 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
Attentive Symmetric Autoencoder for Brain MRI Segmentation Junjia Huang Haofeng Li Guanbin Li Xiang Wan MedIm 35 17 0 19 Sep 2022
Context-aware Self-supervised Learning for Medical Images Using Graph Neural Network Li Sun K. Yu Kayhan Batmanghelich SSL 21 1 0 06 Jul 2022
MISSU: 3D Medical Image Segmentation via Self-distilling TransUNet Nan Wang Shaohui Lin Xiaoxiao Li Ke Li Yunhang Shen Yue Gao Lizhuang Ma ViT MedIm 49 33 0 02 Jun 2022
Self-supervised Learning for Sonar Image Classification Alan Preciado-Grijalva Bilal Wehbe M. B. Firvida Matias Valdenegro-Toro SSL 38 16 0 20 Apr 2022
Self-distillation Augmented Masked Autoencoders for Histopathological Image Classification Yang Luo Zhineng Chen Shengtian Zhou Xieping Gao 38 1 0 31 Mar 2022
Predicting Knee Osteoarthritis Progression from Structural MRI using Deep Learning E. Panfilov S. Saarakkala M. Nieminen A. Tiulpin MedIm 30 9 0 26 Jan 2022
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 39 178 0 17 Sep 2021
How Transferable Are Self-supervised Features in Medical Image Classification Tasks? T. Truong Sadegh Mohammadi Matthias Lenga 44 45 0 23 Aug 2021
Self-Supervised Learning for Gastritis Detection with Gastric X-ray Images Guang Li Ren Togo Takahiro Ogawa Miki Haseyama 33 11 0 07 Apr 2021
Context Matters: Graph-based Self-supervised Representation Learning for Medical Images Li Sun Ke Yu Kayhan Batmanghelich SSL 32 23 0 11 Dec 2020
Learning to segment images with classification labels Ozan Ciga Anne L. Martel VLM 24 25 0 28 Dec 2019
Lip Reading Sentences in the Wild Joon Son Chung A. Senior Oriol Vinyals Andrew Zisserman 185 784 0 16 Nov 2016