Annotation-Efficient Polyp Segmentation via Active Learning

no code implementations • 21 Mar 2024 • Duojun Huang, Xinyu Xiong, De-Jun Fan, Feng Gao, Xiao-Jian Wu, Guanbin Li

To minimize annotation costs, we propose a deep active learning framework for annotation-efficient polyp segmentation.

Active Learning Segmentation

Semi- and Weakly-Supervised Learning for Mammogram Mass Segmentation with Limited Annotations

no code implementations • 14 Mar 2024 • Xinyu Xiong, Churan Wang, Wenxue Li, Guanbin Li

Accurate identification of breast masses is crucial in diagnosing breast cancer; however, it can be challenging due to their small size and being camouflaged in surrounding normal glands.

Segmentation Weakly-supervised Learning

Long-term Wind Power Forecasting with Hierarchical Spatial-Temporal Transformer

no code implementations • 30 May 2023 • Yang Zhang, Lingbo Liu, Xinyu Xiong, Guanbin Li, Guoli Wang, Liang Lin

In this work, we propose a novel end-to-end wind power forecasting model named Hierarchical Spatial-Temporal Transformer Network (HSTTN) to address the long-term WPF problems.