MSW-Transformer: Multi-Scale Shifted Windows Transformer Networks for 12-Lead ECG Classification

no code implementations • 21 Jun 2023 • Renjie Cheng, Zhemin Zhuang, Shuxin Zhuang, Lei Xie, Jingfeng Guo

To address these challenges, we propose a single-layer Transformer network called Multi-Scale Shifted Windows Transformer Networks (MSW-Transformer), which uses a multi-window sliding attention mechanism at different scales to capture features in different dimensions.

Classification ECG Classification

SearchMorph:Multi-scale Correlation Iterative Network for Deformable Registration

no code implementations • 27 Jun 2022 • Xiao Fan, Shuxin Zhuang, Zhemin Zhuang, Ye Yuan, Shunmin Qiu, Alex Noel Joseph Raj, Yibiao Rong

Deformable image registration can obtain dynamic information about images, which is of great significance in medical image analysis.

Image Registration Motion Estimation