Recent Progress in Transformer-based Medical Image Analysis

no code implementations • 13 Aug 2022 • Zhaoshan Liu, Qiujie Lv, Ziduo Yang, YiFan Li, Chau Hung Lee, Lei Shen

The mainstream classification and segmentation tasks are further divided into eleven medical image modalities.

Denoising

GSDA: Generative Adversarial Network-based Semi-Supervised Data Augmentation for Ultrasound Image Classification

no code implementations • 11 Mar 2022 • Zhaoshan Liu, Qiujie Lv, Chau Hung Lee, Lei Shen

To address the training challenges of both GAN and CNN with limited data, we employ transfer learning techniques during their training.

Data Augmentation Generative Adversarial Network +2