Yajing Zheng

Yajing Zheng (郑雅菁)

Boya Postdoc, supervised by Prof. Tiejun Huang
School of Computer Science - Institute of Digital Media
Peking University.

No.5 Yiheyuan Road,
Haidian District, Beijing,
Room 2728, Science Building #2, Peking University.

Email: yj.zheng@pku.edu.cn

Google Scholar

News

[2024.01] I am selected into the "CCF Doctoral Dissertation Incentive Program".

[2023.12] One research paper for spike-based deocclusion co-authored with Jiyuan Zhang and Shiyan Chen has been accepted by Conference AAAI 2024.

[2023.11] Established the official website for SpikeCV at https://spikecv.github.io/.

[2023.09] One research paper for spike-guided motion deblurring in high-speed scenes co-authored with Shiyan Chen and Jiyuan Zhang has been accepted by Conference NeurIPS 2023.

[2023.01] One first-authored paper for high-speed imaging based on spike camera is accepted by journal TPAMI.

[2022.12] One first-authored paper for multi-object tracking based on spike camera is accepted by journal TIP.

Breif Bio

I'm a Boya Postdoc of the School of Computer Science at Peking University supervised by Prof. Tiejun Huang. I received the B.S. degree from the Everest Class of Computer Science, Sichuan University, Chengdu, China, in 2017 and the Ph.D. degree from the School of Computer Science, Peking University, China, in 2022. My research interests include areas of neuromorphic computing, computer vision, machine learning and spiking neural networks.

Education

Peking University.
2017 - 2022, Ph.D., Computer Science.

Sichuan University.
2013 - 2017, B.S., Computer Science.

Publications

	Capture the Moment: High-speed Imaging with Spiking Cameras through Short-term Plasticity Yajing Zheng, Lingxiao Zheng, Zhaofei Yu, Song Wang, Tiejun Huang. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2023 [pdf]
	Spike-based Motion Estimation for Object Tracking through Bio-inspired Unsupervised Learning Yajing Zheng, Zhaofei Yu, Song Wang, Tiejun Huang. IEEE Transactions on Image Processing (TIP) 2022 [pdf]
	1000× Faster Camera and Machine Vision with Ordinary Devices Tiejun Huang, Yajing Zheng, Zhaofei Yu, Rui Chen, Yuan Li, Ruiqin Xiong, Lei Ma, Junwei Zhao, Siwei Dong, Lin Zhu, Jianing Li, Shanshan Jia, Yihua Fu, Boxin Shi, Si Wu and Yonghong Tian. Engineering 2022 [pdf]
	Unraveling neural coding of dynamic natural visual scenes via convolutional recurrent neural networks Yajing Zheng, Shanshan Jia, Zhaofei Yu, Jian K. Liu, Tiejun Huang. Cell Patterns 2021 [pdf] [code]
	High-speed image reconstruction through short-term plasticity for spiking cameras Yajing Zheng#, Lingxiao Zheng#, Zhaofei Yu, Boxin Shi, Yonghong Tian, Tiejun Huang. (# Equal Contribution) IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2021 [pdf]
	Probabilistic inference of binary Markov random fields in spiking neural networks through mean-field approximation Yajing Zheng, Shanshan Jia, Zhaofei Yu, Tiejun Huang, Jian K. Liu, Yonghong Tian. Neural Networks 2020 [pdf]
	Reconstruction of natural visual scenes from neural spikes with deep neural networks Yichen Zhang, Shanshan Jia, Yajing Zheng, Zhaofei Yu, Yonghong Tian, Siwei Ma, Tiejun Huang, Jian K. Liu. Neural Networks 2020 [pdf]
	Toward the next generation of retinal neuroprosthesis: visual computation with spikes Zhaofei Yu, Jian K Liu, Shanshan Jia, Yichen Zhang, Yajing Zheng, Yonghong Tian, Tiejun Huang. Engineering 2020 [pdf]
	Revealing fine structures of the retinal receptive field by deep-learning networks Qi Yan#, Yajing Zheng#, Shanshan Jia, Zhaofei Yu, Feng Chen, Yonghong Tian, Tiejun Huang, Jian K. Liu. (# Equal Contribution) IEEE Transactions on Cybernetics (TCYB) 2020 [pdf] [code] [data]
	Sparse temporal encoding of visual features for robust object recognition by spiking neurons Yajing Zheng, Shixin Li, Rui Yan, Huajin Tang, Kay Chen Tan. IEEE Transactions on Neural Networks and Learning Systems (TNNLS) 2018 [pdf]

Projects

SpikeCV: An Open-Source Framework for Spike Vision
Yajing Zheng, Jiyuan Zhang, Rui Zhao, Jianhao Ding, Shiyan Chen, Ruiqing Xiong, Zhaofei Yu and Tiejun Huang.
[Website] [Openi-Git(CN)] [Github] [PDF]

Main Honors and Awards

[2024.01] CCF Outstanding Doctoral Dissertation Award, China Computer Federation (9 winners across all disciplines of computer science in China)

[2023.10] Award of Outstanding Reviewer of ICCV 2023

[2023.02] Excellent Incubating Open-source Project Award and Outstanding Developer Award, OpenI (Team Leader)

[2022.06] Outstanding Doctoral Thesis Award of Peking University

[2022.06] Award of Excellent Graduate

[2021.12] May 4th Scholarship (Top Honor Scholarship of Peking University)

[2021.12] Merit Student Pacesetter, Peking University

[2021.12] Exceptional Award for Academic Innovation, Peking University

[2020.06] President Scholarship for Ph.D. Student, Peking University

[2018.12] Award for Scientific Research, Peking University

[2018.10] First Prize of Final Contest, International Collegiate Competition for Brain-inspired Computing (Team Leader)

[2018.06] The 4th Outstanding Talent Scholarship, Cooperative Mediate Innovation Center