Self Pre-training with Masked Autoencoders for Medical Image
Classification and Segmentation

Self Pre-training with Masked Autoencoders for Medical Image Classification and Segmentation

10 March 2022

Dimitris Samaras

Prateek Prasanna

Papers citing "Self Pre-training with Masked Autoencoders for Medical Image Classification and Segmentation"

12 / 12 papers shown

Title
VIViT: Variable-Input Vision Transformer Framework for 3D MR Image Segmentation Badhan Kumar Das Ajay Singh Gengyan Zhao Han Liu Thomas J. Re Dorin Comaniciu Eli Gibson Andreas Maier ViT MedIm 29 0 0 13 May 2025
Multimodal Masked Autoencoder Pre-training for 3D MRI-Based Brain Tumor Analysis with Missing Modalities Lucas Robinet Ahmad Berjaoui Elizabeth Cohen-Jonathan Moyal 26 0 0 01 May 2025
Towards Cardiac MRI Foundation Models: Comprehensive Visual-Tabular Representations for Whole-Heart Assessment and Beyond Yundi Zhang Paul Hager Che Liu Suprosanna Shit Chong Chen Daniel Rueckert Jiazhen Pan 46 0 0 17 Apr 2025
Self Pre-training with Adaptive Mask Autoencoders for Variable-Contrast 3D Medical Imaging Badhan Kumar Das Gengyan Zhao Han Liu Thomas J. Re Dorin Comaniciu Eli Gibson Andreas Maier ViT MedIm 63 1 0 15 Jan 2025
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
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model Han Gu Haoyu Dong Jichen Yang Maciej Mazurowski MedIm VLM 80 14 0 15 Apr 2024
MedFLIP: Medical Vision-and-Language Self-supervised Fast Pre-Training with Masked Autoencoder Lei Li Tianfang Zhang Xinglin Zhang Jiaqi Liu Bingqi Ma Yan-chun Luo Tao Chen MedIm 45 0 0 07 Mar 2024
A Simple yet Effective Network based on Vision Transformer for Camouflaged Object and Salient Object Detection Chao Hao Zitong Yu Xin Liu Jun Xu Huanjing Yue Jingyu Yang ViT 40 6 0 29 Feb 2024
UniBrain: Universal Brain MRI Diagnosis with Hierarchical Knowledge-enhanced Pre-training Jiayu Lei Lisong Dai Haoyun Jiang Chaoyi Wu Xiaoman Zhang ... Weidi Xie Yanyong Zhang Yuehua Li Ya Zhang Yanfeng Wang 27 10 0 13 Sep 2023
Self-distillation Augmented Masked Autoencoders for Histopathological Image Classification Yang Luo Zhineng Chen Shengtian Zhou Xieping Gao 31 1 0 31 Mar 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 322 7,457 0 11 Nov 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 279 3,378 0 09 Mar 2020