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Huairui Wang (王怀睿)

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PhD Student,
Institute for artificial Intelligence and machine Perception,
School of Remote Sensing & Information Engineering
Room 221, No. 5 Building, Information Sciences Campus,
Wuhan University, 129 Luoyu Road, Wuhan, China
E-mail: wanghr827@whu.edu.cn

About me

I am currently a PhD student in School of Remote Sensing and Information Engineering at Wuhan University, China, supervised by Professor Zhenzhong Chen.
My main research interests include Learned Image/Video Compression. Also, I do some research on Video Processing, such as Video Super-Resolution.

Education

M.E., School of Remote Sensing and Information Engineering, Wuhan University, 06.2021

B.E., School of Remote Sensing and Information Engineering, Wuhan University, 06.2019

News

  • [2024.03]   One learned lossless image compression paper is accepted by CVPR!
  • [2023.12]   One learned video compression paper is accepted by IEEE TIP!
  • [2023.06]   One learned video compression paper is accepted by IEEE TMM!
  • [2023.05]   One learned video compression paper is accepted by IEEE ISCAS! (lecture presentation)

Publications

Under review

  1. Huairui Wang, Nianxiang Fu, Zhenzhong Chen, Shan Liu. Dynamic Kernel-Based Adaptive Spatial Aggregation for Learned Image Compression. Submitted to ACM TOMM, under review.

Journals

  1. Huairui Wang, Zhenzhong Chen. Exploring Long- and Short-Range Temporal Information for Learned Video Compression. IEEE Transactions on Image Processing (IEEE TIP), 2023. (SCI Top, CCF A, IF=10.6)

  2. Huairui Wang, Zhenzhong Chen, Chang Wen Chen. Learned Video Compression via Heterogeneous Deformable Compensation Network. IEEE Transactions on Multimedia (IEEE TMM), 2023. (SCI Top, CCF B, IF=8.182)

  3. Yuantong Zhang, Huairui Wang, Han Zhu, Zhenzhong Chen: Optical Flow Reusing for High-Efficiency Space-Time Video Super Resolution. IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), 2022. (SCI Top, CCF B, IF=5.859)

  4. Guangjie Ren, Feiyang Liu, Huairui Wang, Daiqin Yang, Tao Wang, Sihan Wang, Yunfei Zhang: Multi-objective optimization based perceptual bit allocation for gaming video coding in VVC. Signal Processing, 2022. (SCI, IF=4.729)

Conferences

  1. Zhe Zhang, Huairui Wang, Zhenzhong Chen, Shan Liu. Learned Lossless Image Compression based on Bit Plane Slicing. Conference on Computer Vision and Pattern Recognition (CVPR), 2024. (CCF A)

  2. Huairui Wang, Nianxiang Fu, Zhenzhong Chen. Efficient Learned Video Compression via Bidirectional Temporal Information Exploration. IEEE International Symposium on Circuits and Systems (ISCAS), 2023 (Lecture Session).

  3. Huairui Wang*, Guangjie Ren*, Tong Ouyang*, Junxi Zhang, Wenwei Han, Zizheng Liu, Zhenzhong Chen: Perceptual in-Loop Filter for Image and Video Compression. IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2022. (*: Co-first Author)

  4. Yuantong Zhang, Huairui Wang, Zhenzhong Chen: Controllable Space-Time Video Super-Resolution via Enhanced Bidirectional Flow Warping. IEEE International Conference on Visual Communications and Image Processing (VCIP) 2022.

  5. Huairui Wang, Wanjie Sun, Zhenzhong Chen, Daiqin Yang: DOVE: Decomposition Oriented Video super-rEsolution. IEEE International Conference on Visual Communications and Image Processing (VCIP), 2020 (Oral Presentation).

Projects

  1. End-to-End Optimized Video Compression, 2021.01-Present

    2. Research on video characteristics and efficient compression module for learned video compression. The research contents include:

    • Heterogeneous deformable compensation network for learned video compression

    • Utilizing long-range temporal information for video compression

    • Exploring bidirectional temporal information for video compression

  2. End-to-End Optimized Image Compression, 2023.03-Present

    3. Research on adaptive spatial aggregation and new technologies for learned video compression. The research contents include:

    • Dynamic kernel-based adaptive aggregation for learned image compression

    • Investigating masked image training for image compression

    • Exploring end-to-end image compression framework

  3. Optimization of hybrid coding framework based on deep learning, 2020.01-2021.12

    4. Research on deep learning based modules for hybrid coding framework. The research contents include:

    • Research on in-loop filter based on generative adversarial network and perception optimization

    • Research on in-loop filter based on Transformer architecture

  4. Research and development of vehicle-road collaborative intelligent system, 2019.04-2021.09

    5. As the main person in charge of the school-enterprise (WHU-Tencent) cooperation project, I participated in and guided the construction and optimization of the intelligent system, and the development content include:

    • Multi-thread road coordination back-end system construction and maintenance

    • Vehicle behavior analysis algorithm based on real-time object detection algorithm

    • Fast background modeling algorithm and abnormal object detection algorithm for monitoring scenes

    • Development of traffic flow information sensing technology (real-time traffic statistics, lane-level traffic statistics, lane-level congestion detection)

    • Guide the development of algorithms such as traffic accident monitoring, scene weather prediction, and model classification

Proposals

  1. Haichuan Ma, Cunhui Dong, Huairui Wang, Haotian Zhang, Zhe Zhang, Han Zhu, Ding Ding, Li Li, Xiaozhong Xu, Shan Liu, Zhenzhong Chen, Dong Liu, "Response to the Call for Proposals on Neural Network-Based Image Coding by Team DwOTeo", VC-38-M326, Online, Jun. 2022. (Adopted)

  2. Ding Ding, Xiaozhong Xu, Shan Liu, Han Zhu, Yuantong Zhang, Huairui Wang, Zhenzhong Chen, ”Learning-based Image Compression Response to the JPEG AI Call for Proposals”, ISO/IEC JTC 1/SC29/WG1 M96051, Online, Jul. 2022.

  3. Ding Ding, Xiaozhong Xu, Shan Liu, Han Zhu, Yuantong Zhang, Huairui Wang, Zhenzhong Chen, ”Task-driven end-to-end image compression Response to the JPEG AI Call for Proposals”, ISO/IEC JTC 1/SC29/WG1 M96050, Online, Jul. 2022.

  4. Tong Ouyang, Huairui Wang, Han Zhu, Zhenzhong Chen "AHG11: Transformer based in-loop filtering", JVET-Y0081, Jan. 2022, Teleconference.

  5. Han Zhu, Huairui Wang, Feiyang Liu, Zhenzhong Chen, "EE2 Proposal: Exploration of joint loss function", VC-34-M294, Hainan, June, 2021.

  6. Han Zhu, Aolin Feng, Huairui Wang, Guangjie Ren, Jiayi Xie, Yingxue Zhang, Zhenzhong Chen, "EE6: Subjective quality assessment of NIC-0.2", VC-35-M303, Online, Aug, 2021.

Competitions and awards

  1. Second-Class Outstanding Academic Scholarship of Wuhan University, 2022

  2. Second prize in the National Mathematical Modeling Competition for Graduate Students, 2022

  3. Outstanding Project of National University Student Scientific Research, 2018

  4. Zhizhuo Scholarship of Wuhan University, 2017