Multi-source adversarial transfer learning for ultrasound image segmentation with limited similarity

no code implementations • 30 May 2023 • Yifu Zhang, Hongru Li, Tao Yang, Rui Tao, Zhengyuan Liu, Shimeng Shi, Jiansong Zhang, Ning Ma, Wujin Feng, Zhanhu Zhang, Xinyu Zhang

Transfer learning provides the possibility to solve this problem, but there are too many features in natural images that are not related to the target domain.

Image Segmentation Lesion Segmentation +2

Multi-source adversarial transfer learning based on similar source domains with local features

no code implementations • 30 May 2023 • Yifu Zhang, Hongru Li, Shimeng Shi, Youqi Li, Jiansong Zhang

In order to ensure that the data from the target domain in different sub-networks in the same batch is exactly the same, we designed a multi-source domain independent strategy to provide the possibility for later local feature fusion to complete the key features required.

Image Segmentation Semantic Segmentation +1