| 2025 | MICCAI | Masked Contrastive Language-Image Modeling For Brain Segmentation. | Jianwen Liang, Junyan Lyu, Yixuan Yuan, Xiaoying Tang |
| 2023 | ICCV | PRIOR: Prototype Representation Joint Learning from Medical Images and Reports. | Pujin Cheng, Li Lin, Junyan Lyu, Yijin Huang, Wenhan Luo, Xiaoying Tang |
| 2023 | MICCAI | Learning Ontology-Based Hierarchical Structural Relationship for Whole Brain Segmentation. | Junyan Lyu, Pengxiao Xu, Fatima A. Nasrallah, Xiaoying Tang |
| 2021 | MICCAI | I-SECRET: Importance-Guided Fundus Image Enhancement via Semi-supervised Contrastive Constraining. | Pujin Cheng, Li Lin, Yijin Huang, Junyan Lyu, Xiaoying Tang |
| 2021 | MICCAI | Lesion-Based Contrastive Learning for Diabetic Retinopathy Grading from Fundus Images. | Yijin Huang, Li Lin, Pujin Cheng, Junyan Lyu, Xiaoying Tang |
| 2021 | MICCAI | BSDA-Net: A Boundary Shape and Distance Aware Joint Learning Framework for Segmenting and Classifying OCTA Images. | Li Lin, Zhonghua Wang, Jiewei Wu, Yijin Huang, Junyan Lyu, Pujin Cheng, Jiong Wu, Xiaoying Tang |
| 2021 | MICCAI | Adjacent Scale Fusion and Corneal Position Embedding for Corneal Ulcer Segmentation. | Zhonghua Wang, Junyan Lyu, Wenhao Luo, Xiaoying Tang |
| 2019 | MICCAI | Fundus Image Based Retinal Vessel Segmentation Utilizing a Fast and Accurate Fully Convolutional Network. | Junyan Lyu, Pujin Cheng, Xiaoying Tang |