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Ruimao Zhang

Senior Researcher ( Computer Vision, Deep Learning )

SenseTime Research, Shenzhen, China

Google Scholar, Semantic Scholar

News


  • News! I am recruiting a number of self-motivated Interns. Please drop me an email via ruimao.zhang@ieee.org

  • 2020-08: We won the First Prize in 2020 AIM Challenge on Learned Image Signal Processing Pipeline, Track 2.

  • 2020-07: Two papers are accepted by ECCV2020 and MICCAI2020, respectively.

  • 2020-02: Two papers are accepted by CVPR2020.

  • 2019-08: A long version of SwitchNorm was presented in TPAMI. Two papers are accepted by ICCV2019.

  • 2019-05: I am organizing the second workshop in Fashio and Art.

  • 2019-04: One paper is accepted by ICML2019.

  • My researches aim at (1) solving complex computer vision tasks with limited computing resources, available data and annotations, (2) understanding foundations of deep models and developing various efficient modules and algorithms, and (3) pursuing real AI applications such as scene and video understanding, 3D vision, smart healthcare, mobile systems, and autonomous robotics

    BIOGRAPHY


    “The weak and ignorance is not a barrier to survive, arrogance is"

    ---《The Three-Body Problem》 Cixin Liu

    “No human nature, people will lose a lot; no bestiality, people will not survive“

    ---《The Three-Body Problem》 Cixin Liu

    Education

  • The Chinese University of Hong Kong, Hong Kong, China. May. 2017 ~ Jul. 2019.
         Postdoctorial Fellow in Multimedia Laboratory, advised by Prof. Xiaogang Wang and Prof. Ping Luo.

  • Sun Yat-sen University, Guangzhou, China. Dec. 2016.
         Ph.D. in Computer Science and Technology, advised by Prof. Liang Lin.

  • Sun Yat-sen University, Guangzhou, China. Jul. 2011.
         B.E. in Software Engineering.

  • Experience

  • SenseTime Research, Shenzhen, China. Jul. 2019 ~ Present,
          Senior Researcher, report to Dr. Jinwei Gu in SenseBrain, USA.

  • The Hong Kong Polytechnic University, HongKong, China. Aug. 2013 ~ Feb. 2014.
          Visiting Ph.D. Student, advised by Prof. Lei Zhang and Prof. Wangmeng Zuo.

  • Sun Yat-sen University, Guangzhou, China. Dec. 2010 ~ Jul. 2011.
          Research Assistant, advised by Prof. Liang Lin.

  • Awards and Honours

  • AIM Challenge on Learned Image Signal Processing Pipeline, Track 2, First Prize, 2020

  • Best Paper Nomination Award of SenseTime Group Ltd., 2020

  • Google Youtube 8M Video Understanding Challenge, Golden Metal (1.5%), 2017

  • National Scholarship for Postgraduate, 2015

  • The National College IOT Innovation Competition, Third Prize, 2012

  • Excellent Student Scholarship of Sun Yat-sen University, 2008 ~ 2010

  • Academic Activity

  • Reviewer for Top Conferences:
          ICLR2021, AAAI2021, NeurIPS2020, ICCV2019, CVPR2019

  • Reviewer for Top Journals:
         T-PAMI ( IEEE Trans. on PAMI ), IJCV, T-NNLS, T-IP

  • Reviewer for Other Famous Journals:
         T-MM, T-CSVT, T-DSC, T-IFS, Pattern Recognition, Neurocomputing

  • Workshop Organizer:
          "Computer Vision for Fashion, Art, and Design" at ICCV2019 and CVPR 2020.

  • PUBLICATION


    Recent Selected Publications ( See Full List )

    (* indicates corresponding author)

    1. Ping Luo, Ruimao Zhang*, Jiamin Ren, Zhanglin Peng, Jingyu Li, "Differentiable Learning-to-Normalize via Switchable Normalization", IEEE Transactions on Pattern Analysis and Machine Intelligence ( T-PAMI ), 2020 ( IF:17.73 )

    2. Ruimao Zhang, Liang Lin, Guangrun Wang, Meng Wang, Wangmeng Zuo, “Hierarchical Scene Parsing by Weakly Supervised Learning with Image Descriptions”, IEEE Transactions on Pattern Analysis and Machine Intelligence ( T-PAMI ), 41(3):596 - 610, 2019 ( IF:17.73 )

    3. Ruimao Zhang, Jingyu Li, Hongbin Sun, Yuying Ge, Ping Luo, Xiaogang Wang, Liang Lin, “SCAN: Self-and-Collaborative Attention Network for Video Person Re-identification”, IEEE Transactions on Image Processing ( T-IP ), 28(10):4870-4882, 2019

    4. Ruimao Zhang, Wei Yang, Zhanglin Peng, Pengxu Wei, Xiaogang Wang, Liang Lin, “Progressively Diffused Networks for Semantic Visual Parsing”, Pattern Recognition ( PR ), 90:78-86, 2019

    5. Di Lin, Ruimao Zhang, Yuanfeng Ji, Ping Li, Hui Huang, “SCN: Switchable Context Network for Semantic Segmentation of RGB-D Images”, IEEE Transactions on Cybernetics ( T-CYB ), 50(3):1120-1131, 2020

    6. Ruimao Zhang, Liang Lin, Rui Zhang, Wangmeng Zuo, Lei Zhang “Bit-Scalable Deep Hashing with Regularized Similarity Learning for Image Retrieval and Person Re-identification” IEEE Transactions on Image Processing ( T-IP ), 24(12):4766-4779, 2015 ( ESI Highly Cited Paper )

    7. Ruimao Zhang, Zhanglin Peng, Lingyun Wu, Zhen Li, Ping Luo, " Exemplar Normalization for Learning Deep Representation ", Proc. of IEEE International Conference on Computer Vision and Pattern Recognition ( CVPR ), 2020

    8. Han Yang, Ruimao Zhang, Xiaobao Guo, Wei Liu, Wangmeng Zuo, Ping Luo, "Towards Photo-Realistic Virtual Try-On by Adaptively Generating↔Preserving Image Content", Proc. of IEEE International Conference on Computer Vision and Pattern Recognition ( CVPR ), 2020

    9. Yuanfeng Ji, Ruimao Zhang, Zhen Li, Jiamin Ren, Shaoting Zhang, Ping Luo, "UXNet: Searching Multi-level Feature Aggregation for 3D Medical Image Segmentation" Proc. of Medical Image Computing and Computer-Assisted Interventions ( MICCAI ), 2020 ( Oral )

    10. Yuying Ge, Ruimao Zhang, Xiaogang Wang, Xiaoou Tang, Ping Luo, “DeepFashion2: A Versatile Benchmark for Detection, Pose Estimation, Segmentation and Re-Identification of Clothing Images”, in Proc. of IEEE International Conference on Computer Vision and Pattern Recognition ( CVPR ), 2019 ( Recommended by LeCun on Twitter )

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    E-mail: ruimao.zhang@ieee.org or zhangruimao@sensetime.com