Weihua Xue — accepted AI-conference papers

2024

Enhancing Boundary Segmentation for Topological Accuracy with Skeleton-based Methods

Chuni Liu, Boyuan Ma, Xiaojuan Ban, Yujie Xie, Hao Wang, Weihua Xue +2

IJCAI 2024poster

Topological consistency plays a crucial role in the task of boundary segmentation for reticular images, such as cell membrane segmentation in neuron electron microscopic images, grain boundary segmentation in material microscopic images and road segmentation in aerial images. In these fields, topolo…

Cited by 2 Source ↗PDF ↗code ↗Scholar ↗

2024

FedST: Federated Style Transfer Learning for Non-IID Image Segmentation

Boyuan Ma, Xiang Yin, Jing Tan, Yongfeng Chen, Haiyou Huang, Hao Wang +2

AAAI 2024technical

Federated learning collaboratively trains machine learning models among different clients while keeping data privacy and has become the mainstream for breaking data silos. However, the non-independently and identically distribution (i.e., Non-IID) characteristic of different image domains among diff…

Cited by 2 Source ↗PDF ↗code ↗Scholar ↗