Hybrid transformer UNet for thyroid segmentation from ultrasound scans. - Jianning Chi; Zelan Li; Zhiyi Sun; Xiaosheng Yu; Huan Wang (Comput. Biol. Medicine, 2023)

Clustering Multimodal Ensemble Learning for Predicting Gastric Cancer Neoadjuvant Chemotherapy Efficacy. - Jianning Chi; Huixuan Wu; Yujin Shi; Zelan Li; Xiaohu Sun; Lu Wang; Zitian Zhang; Yuehua Gong (BIBM, 2024)

Beyond Point Annotation: A Weakly Supervised Network Guided by Multi-Level Labels Generated from Four-Point Annotation for Thyroid Nodule Segmentation in Ultrasound Image. - Jianning Chi; Zelan Li; Huixuan Wu; Wenjun Zhang; Ying Huang (ICASSP, 2025)

Weakly Supervised Segmentation Framework for Thyroid Nodule Based on High-confidence Labels and High-rationality Losses. - Jianning Chi; Zelan Li; Geng Lin; Mingyang Sun; Xiaosheng Yu (CoRR, 2025)

Coarse for Fine: Bounding Box Supervised Thyroid Ultrasound Image Segmentation Using Spatial Arrangement and Hierarchical Prediction Consistency. - Jianning Chi; Geng Lin; Zelan Li; Wenjun Zhang 005; Jia-hui Chen; Ying Huang (IEEE J. Biomed. Health Informatics, 2025)

Adaptive box-level supervision with superpixel shape guidance for ultrasound image segmentation. - Jianning Chi; Mingyang Sun; Zelan Li; Geng Lin; Ying Huang (Vis. Comput., 2025)