I am currently a postdoctoral researcher co-advised by Prof. Yaoxue Zhang and Prof. Ju Ren in the Department of Computer Science and Technology, Tsinghua University.
My research lies at the intersection of computer vision and deep learning system. My research interests include on-device and edge intelligence, optimizations for resource-constrained devices, and computer vision.
Previously, I received my B.Sc., M.Sc., Ph.D. degrees all in computer science, from Central South University, China, in 2016, 2018 and 2023, co-advised by Prof. Yaoxue Zhang and Prof. Deyu Zhang. I was a visiting scholar at HCS Lab, Seoul National University in 2022-2023, working with Prof. Youngki Lee. I also joined HEX group at Microsoft Research Asia(MSRA) from Sept. 2019 to Mar. 2020, and Institute for AI Industry Research(AIR), Tsinghua University from Aug. 2021 to Apr. 2022 as a research intern, respectively, mentored by Prof. Yunxin Liu.
My resume is here. [Chinese version] / [English version]
News
- [Nov. 2024]New Our paper, "MAML-RAL: Learning Domain-Invariant HOI Rules for Real-Time Video Matting", is accepted by IEEE Transactions on Circuits and Systems for Video Technology! Congratulations to Jiang.
- [Oct. 2024]New I was recognized as the 2024 ACM SIGAPP China Outstanding Doctoral Dissertation Award!
- [Sep. 2024] Our paper, "Heterogeneous Parallel Acceleration for Edge Intelligence Systems: Challenges and Solutions", is accepted by IEEE Consumer Electronics Magazine!
- [Sep. 2024] Our paper, "FL-Joint: Joint Aligning Features and Labels in Federated Learning for Data Heterogeneity", is accepted by Complex & Intelligent System! Congratulations to Wenxin.
- [Aug. 2024] Our paper, "Mobile Generative AI: Opportunities and Challenges", is accepted IEEE Wireless Communications! Congratulations to Ye.
- [July 2024] Our paper, "MultiCounter: Multiple Action Agnostic Repetition Counting in Untrimmed Videos", is accepted by ECAI 2024! Congratulations to Yin.
- [Mar. 2024] Our paper, "MBSeg: Real-Time Contour-Based Method Instance Segmentation for Egocentric Vision", is accepted by IEEE Internet of Things Journal(IoTJ)! Congratulations to Wei.
- [Dec. 2023] Finished my PhD with Outstanding Graduate Award from Central South University.
- [Aug. 2023] Our paper, "Ego3DPose: Capturing 3D Cues from Binocular Egocentric Views", is accepted by ACM SIGGRAPH Asia 2023! Congratulations to Taeho Kang.
- [July. 2023] Our paper, "HiMoDepth: Efficient Training-free High-resolution On-device Depth Perception", is accepted by IEEE Transactions on Mobile Computing.
- [Sep. 2022] I join the HCS Lab as a visiting research at Seoul National University in Korea, advised by Prof. Youngki Lee.
- [Aug. 2022] I will give a talk on Hunan Province "Big Data and Artificial Intelligence" Innovation Forum.
- [June. 2022] Our paper, "MobiDepth: Real-Time Depth Estimation Using On-Device Dual Cameras", is accepted by ACM MobiCom'22 !
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- [Jan. 2022] Our paper, "MVPose: Realtime Multi-Person Pose Estimation using Motion Vector on Mobile Devices", is accepted by IEEE Transactions on Mobile Computing.
- [Aug. 2021] I joined the Insitute for AI Industry Research(AIR), at Tsinghua University. Mentor: Prof.Yunxin Liu.
- [Apr. 2021] Our paper," Optimizing Federated Learning on Device Heterogeneity with A Sampling Strategy", is accepted by IEEE IWQoS 2021.
- [Sep. 2020] Our paper, "MobiPose: Real-Time Multi-Person Pose Estimation on Mobile Devices", is accepted by ACM SenSys'20 !
Contact
Address: Tsinghua University, Beijing, 100084, China
Office Location: FIT Building 3529
Email: jinruizhang (at) tsinghua.edu.cn