About Me

Experience

Ph.D. Student, Team of Microscale Reconstruction and Intelligent Analysis (MiRA), Research Center for Brain-inspired Intelligence, Institute of Automation, Chinese Academic of Sciences (CASIA), right now.
- Advisor: Prof. Hua Han
- Colleagues: Prof. Qiwei Xie, Prof. Xi Chen, Dr. Jing Liu
B.Eng., University of Science and Technology Beijing (USTB), in 2020.

Research Interests

Computer Vision
- Tracking (VOT, Neuron Tracking (e.g., FFN))
- Segmentation (VOS, Neuron Segmentation (e.g., LSD))
- Volume Microscopy (3D Reconstruction (e.g., Kasthuri et al.))
Machine Learning
- Transfer/Low-shot/Long-tail Learning
- Self-/Semi-/Unsupervised/Meta Learning
Connectomics
- Micro-connectomics (nanometer resolution, EM)
- Meso-connectomics (micrometer resolution, LM)

Publications

Hong B, Liu J, Zhai H, Liu J, Shen L, Chen X, Xie Q, Han H*. Joint reconstruction of neuron and ultrastructure via connectivity consensus in electron microscope volumes [J]. BMC Bioinformatics, 2022, 23(1): 1-23. DOI: 10.1186/s12859-022-04991-6

Liu J, Qi J, Chen X, Li Z, Hong B, Ma H, Li G, Shen L, Liu D, Kong Y, Zhai H, Xie Q*, Han H*, Yang Y*. Fear memory-associated synaptic and mitochondrial changes revealed by deep learning-based processing of electron microscopy data [J]. Cell Reports, 2022, 40(5): 111151. DOI: 10.1016/j.celrep.2022.111151.

Chen X, Zhai H, Liu D, Li W, Ding C, Xie Q, Han H*. SiamBOMB: A Real-time AI-based System for Home-cage Animal Tracking, Segmentation and Behavioral Analysis [C]//Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence Demos. 2020: 5300-5302. DOI: 10.24963/ijcai.2020/776.

Li W, Liu A*, Nie W*, Song D, Li Y, Wang W, Xiang S, Zhou H, Bui N-M, Cen Y, Chen Z, Chung-Nguyen H, Diep G, Do T, Doubrovski E, Duong A, Geraedts J, Guo H, Hoang T, Li Y, Liu X, Liu Z, Luu D, Ma Y, Nguyen V, Nie J, Ren T, Tran M, Tran-Nguyen S, Tran M, Vu-Le T, Wang C, Wang S, Wu G, Yang C, Yuan M, Zhai H, Zhang A, Zhang F, Zhao S. Monocular Image Based 3D Model Retrieval [C]//Eurographics Workshop on 3D Object Retrieval. 2019. DOI: 10.2312/3dor.20191068.