X-Net: Brain Stroke Lesion Segmentation Based on Depthwise Separable Convolution and Long-Range Dependencies. - Kehan Qi; Hao Yang 026; Cheng Li 008; Zaiyi Liu; Meiyun Wang; Qiegen Liu; Shanshan Wang 002 (MICCAI (3), 2019)

CLCI-Net: Cross-Level Fusion and Context Inference Networks for Lesion Segmentation of Chronic Stroke. - Hao Yang 026; Weijian Huang; Kehan Qi; Cheng Li 008; Xinfeng Liu; Meiyun Wang; Hairong Zheng; Shanshan Wang 002 (MICCAI (3), 2019)

MSDF-Net: Multi-Scale Deep Fusion Network for Stroke Lesion Segmentation. - Xinfeng Liu; Hao Yang 026; Kehan Qi; Pei Dong; Qiegen Liu; Xin Liu 053; Rongpin Wang; Shanshan Wang 002 (IEEE Access, 2019)

A coarse-to-fine framework for unsupervised multi-contrast MR image deformable registration with dual consistency constraint. - Weijian Huang; Hao Yang 026; Xinfeng Liu; Cheng Li 008; Ian Zhang 002; Rongpin Wang; Hairong Zheng; Shanshan Wang 002 (CoRR, 2020)

A Coarse-to-Fine Deformable Transformation Framework for Unsupervised Multi-Contrast MR Image Registration with Dual Consistency Constraint. - Weijian Huang; Hao Yang 026; Xinfeng Liu; Cheng Li 008; Ian Zhang 002; Rongpin Wang; Hairong Zheng; Shanshan Wang 002 (IEEE Trans. Medical Imaging, 2021)

MGA: Medical generalist agent through text-guided knowledge transformation. - Weijian Huang; Hao Yang 026; Cheng Li 008; Mingtong Dai; Rui Yang; Shanshan Wang 002 (CoRR, 2023)

Few-shot Class-incremental Learning for Cross-domain Disease Classification. - Hao Yang 026; Weijian Huang; Jiarun Liu; Cheng Li 008; Shanshan Wang 002 (CoRR, 2023)

Enhancing Representation in Radiography-Reports Foundation Model: A Granular Alignment Algorithm Using Masked Contrastive Learning. - Weijian Huang; Cheng Li 008; Hao Yang 026; Jiarun Liu; Shanshan Wang 002 (CoRR, 2023)

Enhancing Representation in Medical Vision-Language Foundation Models Via Multi-Scale Information Extraction Techniques. - Weijian Huang; Cheng Li 008; Hong-Yu Zhou; Jiarun Liu; Hao Yang 026; Yong Liang; Guangming Shi; Hairong Zheng; Shanshan Wang 002 (ISBI, 2024)

Mlip: Medical Language-Image Pre-Training With Masked Local Representation Learning. - Jiarun Liu; Hong-Yu Zhou; Cheng Li 008; Weijian Huang; Hao Yang 026; Yong Liang; Guangming Shi; Hairong Zheng; Shanshan Wang 002 (ISBI, 2024)

Multimodal Self-Supervised Learning for Lesion Localization. - Hao Yang 026; Hong-Yu Zhou; Cheng Li 008; Weijian Huang; Jiarun Liu; Yong Liang; Guangming Shi; Hairong Zheng; Qiegen Liu; Shanshan Wang 002 (ISBI, 2024)

Swin-UMamba: Mamba-Based UNet with ImageNet-Based Pretraining. - Jiarun Liu; Hao Yang 026; Hong-Yu Zhou; Yan Xi; Lequan Yu; Cheng Li 008; Yong Liang; Guangming Shi; Yizhou Yu; Shaoting Zhang 001; Hairong Zheng; Shanshan Wang 002 (MICCAI (9), 2024)

Multimodal self-supervised learning for lesion localization. - Hao Yang 026; Hong-Yu Zhou; Cheng Li 008; Weijian Huang; Jiarun Liu; Yong Liang; Shanshan Wang 002 (CoRR, 2024)

Enhancing the medical foundation model with multi-scale and cross-modality feature learning. - Weijian Huang; Cheng Li 008; Hong-Yu Zhou; Jiarun Liu; Hao Yang 026; Yong Liang; Shanshan Wang 002 (CoRR, 2024)

MLIP: Medical Language-Image Pre-training with Masked Local Representation Learning. - Jiarun Liu; Hong-Yu Zhou; Cheng Li 008; Weijian Huang; Hao Yang 026; Yong Liang; Shanshan Wang 002 (CoRR, 2024)

Generalizable vision-language pre-training for annotation-free pathology localization. - Hao Yang 026; Hong-Yu Zhou; Cheng Li 008; Weijian Huang; Jiarun Liu; Shanshan Wang 002 (CoRR, 2024)

Enhancing the vision-language foundation model with key semantic knowledge-emphasized report refinement. - Cheng Li 008; Weijian Huang; Hao Yang 026; Jiarun Liu; Shanshan Wang 002 (CoRR, 2024)

Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining. - Jiarun Liu; Hao Yang 026; Hong-Yu Zhou; Yan Xi; Lequan Yu; Yizhou Yu; Yong Liang; Guangming Shi; Shaoting Zhang 001; Hairong Zheng; Shanshan Wang 002 (CoRR, 2024)

BioVFM-21M: Benchmarking and Scaling Self-Supervised Vision Foundation Models for Biomedical Image Analysis. - Jiarun Liu; Hong-Yu Zhou; Weijian Huang; Hao Yang 026; Dongning Song; Tao Tan 002; Yong Liang; Shanshan Wang 002 (CoRR, 2025)

MambaControl: Anatomy Graph-Enhanced Mamba ControlNet with Fourier Refinement for Diffusion-Based Disease Trajectory Prediction. - Hao Yang 026; Tao Tan 002; Shuai Tan; Weiqin Yang 003; Kunyan Cai; Calvin Chen; Yue Sun (CoRR, 2025)