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)

Rethinking adversarial domain adaptation: Orthogonal decomposition for unsupervised domain adaptation in medical image segmentation. - Yongheng Sun; Duwei Dai; Songhua Xu (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)

MSCA-Net: Multi-scale contextual attention network for skin lesion segmentation. - Yongheng Sun; Duwei Dai; Qianni Zhang; Yaqi Wang 002; Songhua Xu; Chunfeng Lian (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)

NTIRE 2025 Challenge on Efficient Burst HDR and Restoration: Datasets, Methods, and Results. - Sangmin Lee; Eunpil Park; Angel Canelo; Hyunhee Park; Youngjo Kim; Hyung-Ju Chun; Xin Jin; Chongyi Li; Chun-Le Guo; Radu Timofte; Qi Wu; Tianheng Qiu; et al. (CVPR Workshops, 2025)

Flow-Guided Deformable Alignment with Channel-wise Self-Attention Reconstruct for Efficient Burst HDR Restoration. - Weiyu Zhou; Tao Hu; Yixu Feng; Duwei Dai; Yu Cao; Peng Wu; Wei Dong; Yanning Zhang; Qingsen Yan (CVPR Workshops, 2025)

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)

Interpretable breast cancer diagnosis using histopathology and lesion mask as domain concepts conditional simulation ultrasonography. - Guowei Dai; Chaoyu Wang; Qingfeng Tang; Yi Zhang 098; Duwei Dai; Lang Qiao; Jiaojun Yan; Hu Chen 002 (Inf. Fusion, 2025)

NTIRE 2025 Challenge on Efficient Burst HDR and Restoration: Datasets, Methods, and Results. - Sangmin Lee; Eunpil Park; Angel Canelo; Hyunhee Park; Youngjo Kim; Hyung-Ju Chun; Xin Jin; Chongyi Li; Chun-Le Guo; Radu Timofte; Qi Wu; Tianheng Qiu; et al. (CoRR, 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)

Interpretable breast cancer identification by multi-view synergistic feature fusion interaction in dense breast tissue. - Guowei Dai; Chaoyu Wang; Duwei Dai; Qingfeng Tang; Yi Zhang 098; Hu Chen 002 (Inf. Fusion, 2026)

High-quality coronary artery segmentation via fuzzy logic modeling coupled with dynamic graph convolutional network. - Caixia Dong; Duwei Dai; Yang Li; Songhua Xu (Pattern Recognit., 2026)