PanelNet: A Novel Deep Neural Network for Predicting Collective Diagnostic Ratings by a Panel of Radiologists for Pulmonary Nodules. - Chunyan Zhang; Songhua Xu; Zongfang Li (ACM Multimedia, 2020)

ST-Net: Synthetic ECG tracings for diagnosing various cardiovascular diseases. - Yu Deng; Zhongquan Gao; Songhua Xu; Pengyu Ren; Yang Wen; Ying Mao; Zongfang Li (Biomed. Signal Process. Control., 2020)

Ms RED: A novel multi-scale residual encoding and decoding network for skin lesion segmentation. - Duwei Dai; Caixia Dong; Songhua Xu; Qingsen Yan; Zongfang Li; Chunyan Zhang; Nana Luo (Medical Image Anal., 2022)

Learning from dermoscopic images in association with clinical metadata for skin lesion segmentation and classification. - Caixia Dong; Duwei Dai; Yizhi Zhang; Chunyan Zhang; Zongfang Li; Songhua Xu (Comput. Biol. Medicine, 2023)

A novel multi-attention, multi-scale 3D deep network for coronary artery segmentation. - Caixia Dong; Songhua Xu; Duwei Dai; Yizhi Zhang; Chunyan Zhang; Zongfang Li (Medical Image Anal., 2023)

3D Medical image segmentation using parallel transformers. - Qingsen Yan; Shengqiang Liu; Songhua Xu; Caixia Dong; Zongfang Li; Javen Qinfeng Shi; Yanning Zhang 001; Duwei Dai (Pattern Recognit., 2023)

Effectively fusing clinical knowledge and AI knowledge for reliable lung nodule diagnosis. - Duwei Dai; Yongheng Sun; Caixia Dong; Qingsen Yan; Zongfang Li; Songhua Xu (Expert Syst. Appl., 2023)

A novel deep network with triangular-star spatial-spectral fusion encoding and entropy-aware double decoding for coronary artery segmentation. - Caixia Dong; Duwei Dai; Zongfang Li; Songhua Xu (Inf. Fusion, 2024)

I2U-Net: A dual-path U-Net with rich information interaction for medical image segmentation. - Duwei Dai; Caixia Dong; Qingsen Yan; Yongheng Sun; Chunyan Zhang; Zongfang Li; Songhua Xu (Medical Image Anal., 2024)

Striking a better balance between segmentation performance and computational costs with a minimalistic network design. - Duwei Dai; Caixia Dong; Xu Yang; Zongfang Li; Songhua Xu (Appl. Soft Comput., 2025)

Unleashing Vision Foundation Models for Coronary Artery Segmentation: Parallel ViT-CNN Encoding and Variational Fusion. - Caixia Dong; Duwei Dai; Xinyi Han; Fan Liu; Xu Yang; Zongfang Li; Songhua Xu (CoRR, 2025)