Dual-Contrastive Dual-Consistency Dual-Transformer: A Semi-Supervised Approach to Medical Image Segmentation

Author:

Wang Ziyang1,Ma Congying2

Affiliation:

1. University of Oxford,Department of Computer Science,UK

2. University of Bath,Department of Computer Science,UK

Publisher

IEEE

Reference56 articles.

1. Deep Learning Techniques for Automatic MRI Cardiac Multi-Structures Segmentation and Diagnosis: Is the Problem Solved?

2. Remixmatch: Semi-supervised learning with distribution alignment and augmentation anchoring;Berthelot,2019

3. Swin-Unet: Unet-Like Pure Transformer for Medical Image Segmentation

4. Contrastive learning of global and local features for medical image segmentation with limited annotations;Chaitanya;NIPS,2020

5. Transunet: Transformers make strong encoders for medical image segmentation;Chen,2021

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