目前主要研究方向为深度学习、生物医学图像计算、遥感智能解译、华为昇腾AI研发。
欢迎编程和数学基础扎实、勤奋自律的同学报考。
1. Jie Song, Zhichao Lian, and Liang Xiao. Deep Open-Curve Snake for Discriminative 3D Neuron Tracking, IEEE Journal of Biomedical and Health Informatics, 2023, 27(12): 5815-5826.
2. Jie Song, Ziyun Cai, Yurong Song, Guoping Jiang, Zhichao Lian, and Liang Xiao. Learnable Snake R-CNN for Instance-Level Biomedical Image Segmentation, IEEE International Conference on Image Processing (IEEE ICIP), 2023: 2920-2924. (Oral)
3. Jie Song, Liang Xiao, Mohsen Molaei, and Zhichao Lian. Sparse Coding Driven Deep Decision Tree Ensembles for Nucleus Segmentation in Digital Pathology Images, IEEE Transactions on Image Processing, 2021, 30: 8088-8101.
4. 宋杰, 肖亮, 练智超. 级联稀疏卷积与决策树集成的病理图像细胞核分割方法. 自动化学报, 2021, 47(2): 378-390.
5. 宋杰, 肖亮, 练智超, 蔡子贇, 蒋国平. 基于深度学习的数字病理图像分割综述与展望. 软件学报, 2021,32(5):1427-1460.
6. Jie Song, Liang Xiao, Mohsen Molaei, and Zhichao Lian. Multi-Layer Boosting Sparse Convolutional Model for Generalized Nuclear Segmentation from Histopathology Images, Knowledge-Based Systems, 2019, 176: 40-53.
7. Jie Song, Jayaram K. Udupa, et al. Architectural analysis on dynamic MRI to study thoracic insufficiency syndrome, SPIE Medical Imaging Conference, 2018, 10576: 105762C-1-105762C-6.
8. Jie Song, Liang Xiao, and Zhichao Lian. Contour-Seed Pairs Learning-Based Framework for Simultaneously Detecting and Segmenting Various Overlapping Cells/Nuclei in Microscopy Images, IEEE Transactions on Image Processing, 2018, 27(12): 5759-5774.
9. Jie Song, Liang Xiao, and Zhichao Lian. Boundary-to-Marker Evidence Controlled Segmentation and MDL-Based Contour Inference for Over-lapping Nuclei, IEEE Journal of Biomedical and Health Informatics, 2017, 21(2): 451-464.
10. Ziyun Cai, Jie Song, Tengfei Zhang, Changhui Hu, and Xiao-Yuan Jing. Local Weight Coupled Network: Multi-Modal Unequal Semi-Supervised Domain Adaptation, Multimedia Tools and Applications, 2023, 10.1007/s11042-023-15439-1.
11. Ziyun Cai, Jie Song, Tengfei Zhang, Xiao-Yuan Jing, and Ling Shao. Dual Contrastive Universal Adaptation Network, IEEE International Conference on Multimedia and Expo (IEEE ICME), 2021: 1-6.
12. Mengfei Song, Jie Song, and Liang Xiao. Supervised Hyperspectral Image Classification via Sparse Separable Convolutional Feature Learning, IEEE International Geoscience and Remote Sensing Symposium (IEEE IGARSS), 2019: 2710-2713.