📚 Publications


🏆 Selected Publications

Mou Lei, Zhao Yitian, Chen Li, et al. CS-Net: Channel and spatial attention network for curvilinear structure segmentation. Medical Image Computing and Computer Assisted Intervention (MICCAI) 2019
Mou Lei, Zhao Yitian, Fu Huazhu, et al. CS2-Net: Deep learning segmentation of curvilinear structures in medical imaging. Medical Image Analysis
Mou Lei, Qi Hong, Liu Yonghuai, et al. DeepGrading: deep learning grading of corneal nerve tortuosity. IEEE Transactions on Medical Imaging
Mou Lei, Lin Jinghui, Zhao Yifan, et al. COSTA: A Multi-center TOF-MRA Dataset and A Style Self-Consistency Network for Cerebrovascular Segmentation. IEEE Transactions on Medical Imaging

đź“‘ Full Publication List

  1. Mou Lei, Zhao Yitian, Chen Li, Cheng Jun, Gu Zaiwang, Hao Huaying, Qi Hong, Zheng Yalin, Frangi Alejandro, Liu Jiang. CS-Net: Channel and spatial attention network for curvilinear structure segmentation; proceedings of the Medical Image Computing and Computer Assisted Intervention–MICCAI, 2019 [C]. Springer.
  2. Mou Lei, Zhao Yitian, Fu Huazhu, Liu Yonghuai, Cheng Jun, Zheng Yalin, Su Pan, Yang Jianlong, Chen Li, Frangi Alejandro F. CS2-Net: Deep learning segmentation of curvilinear structures in medical imaging [J]. Medical Image Analysis, 2021, 67: 101874.
  3. Mou Lei, Chen Li, Cheng Jun, Gu Zaiwang, Zhao Yitian, Liu Jiang. Dense dilated network with probability regularized walk for vessel detection [J]. IEEE Transactions on Medical Imaging, 2019, 39(5): 1392-1403.
  4. Mou Lei, Qi Hong, Liu Yonghuai, Zheng Yalin, Matthew Peter, Su Pan, Liu Jiang, Zhang Jiong, Zhao Yitian. DeepGrading: deep learning grading of corneal nerve tortuosity [J]. IEEE Transactions on Medical Imaging, 2022, 41(8): 2079-2091.
  5. Mou Lei, Lin Jinghui, Zhao Yifan, Liu Yonghuai, Ma Shaodong, Zhang Jiong, Lv Wenhao, Zhou Tao, Frangi Alejandro F, Zhao Yitian. COSTA: A Multi-center TOF-MRA Dataset and A Style Self-Consistency Network for Cerebrovascular Segmentation [J]. IEEE Transactions on Medical Imaging, 2024, 43(12): 4442-4456.
  6. Gu Yuanyuan, Fang Lixin, Mou Lei *, Ma Shaodong, Yan Qifeng, Zhang Jiong, Liu Fang, Liu Jiang, Zhao Yitian. A ranking-based multi-scale feature calibration network for nuclear cataract grading in AS-OCT images [J]. Biomedical Signal Processing and Control, 2024, 90: 105836.
  7. Fang Lixin, Mou Lei, Gu Yuanyuan, Hu Yan, Chen Bang, Chen Xu, Wang Yang, Liu Jiang, Zhao Yitian. Global–local multi-stage temporal convolutional network for cataract surgery phase recognition [J]. BioMedical Engineering OnLine, 2022, 21(1): 82.
  8. Lin Jinghui, Mou Lei, Yan Qifeng, Ma Shaodong, Yue Xingyu, Zhou Shengjun, Lin Zhiqing, Zhang Jiong, Liu Jiang, Zhao Yitian. Automated segmentation of trigeminal nerve and cerebrovasculature in MR-angiography images by deep learning [J]. Frontiers in Neuroscience, 2021, 15: 744967.
  9. Xia Likun, Zhang Hao, Wu Yufei, Song Ran, Ma Yuhui, Mou Lei, Liu Jiang, Xie Yixuan, Ma Ming, Zhao Yitian. 3D vessel-like structure segmentation in medical images by an edge-reinforced network [J]. Medical Image Analysis, 2022, 82: 102581.
  10. Hu Jingfei, Wang Hua, Wu Guang, Cao Zhaohui, Mou Lei, Zhao Yitian, Zhang Jicong. Multi-scale interactive network with artery/vein discriminator for retinal vessel classification [J]. IEEE Journal of Biomedical and Health Informatics, 2022, 26(8): 3896-3905.
  11. Tian Yuntong, Hu Yan, Ma Yuhui, Hao Huaying, Mou Lei, Yang Jianlong, Zhao Yitian, Liu Jiang. Multi-scale u-net with edge guidance for multimodal retinal image deformable registration; proceedings of the 2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), F, 2020 [C]. IEEE.
  12. Chen Tao, Zhao Yitian, Mou Lei, Zhang Dan, Xu Xiayu, Liu Mengting, Fu Huazhu, Zhang Jiong. RBGNet: Reliable Boundary-Guided Segmentation of Choroidal Neovascularization; proceedings of the International Conference on Medical Image Computing and Computer-Assisted Intervention, F, 2023 [C]. Springer.
  13. Xie Qihang, Zhang Dan, Mou Lei, Wang Shanshan, Zhao Yitian, Guo Mengguo, Zhang Jiong. DSNet: A Spatio-Temporal Consistency Network for Cerebrovascular Segmentation in Digital Subtraction Angiography Sequences; proceedings of the International Conference on Medical Image Computing and Computer-Assisted Intervention, F, 2024 [C]. Springer.
  14. Chen Jiayu, Mou Lei, Ma Shaodong, Fu Huazhu, Guo Lijun, Zheng Yalin, Zhang Jiong, Zhao Yitian. NerveFormer: A Cross-Sample Aggregation Network for Corneal Nerve Segmentation; proceedings of the International Conference on Medical Image Computing and Computer-Assisted Intervention, F, 2022 [C]. Springer.