Personal information
博士生导师 硕士生导师
在职信息:在职
所在单位:电子信息与通信学院
学历:研究生(博士)毕业
学位:哲学博士学位
毕业院校:香港科技大学
人工智能与医学图像处理:
图像分割、领域自适应、联邦学习
Z. Yan, X. Yang, and K. -T. Cheng. “A Deep Model with Shape-Preserving Loss for Gland Instance Segmentation.” International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), pp. 138-146, 2018.
Z. Yan, X. Yang, and K. -T. Cheng. “A Skeletal Similarity Metric for Quality Evaluation of Vessel Segmentation.” IEEE Transactions on Medical Imaging, 37 (4), 1045-1057, 2018.
Z. Yan, X. Yang, and K. -T. Cheng. “Joint Segment-Level and Pixel-Wise Losses for Deep Learning based Retinal Vessel Segmentation.” IEEE Transactions on Biomedical Engineering, 65 (9), 1912-1923, 2018. (ESI Highly Cited Paper)
Z. Yan, X. Yang, and K. -T. Cheng. “A Three-Stage Deep Learning Model for Accurate Retinal Vessel Segmentation.” IEEE Journal of Biomedical and Health Informatics, 23 (4), 1427-1436, 2019. (ESI Highly Cited Paper)
Z. Yan, X. Yang, and K. -T. Cheng. “Enabling a Single Deep Learning Model for Accurate Gland Instance Segmentation: A Shape-Aware Adversarial Learning Framework.” IEEE Transactions on Medical Imaging, 39 (6), 2176-2189, 2020.