Chen Chen

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PhD, Assistant Professor
Center for Research in Computer Vision (CRCV)
Department of Computer Science
University of Central Florida
Office: HEC 221
Address: 4328 Scorpius St., Orlando, FL 32816-2365
Phone: 407-823-1047
Email: chen.chen@crcv.ucf.edu
Curriculum Vitae | Google Scholar | Linkedin

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Prospective Students
I am always looking for highly motivated students for research. Please read this Ph.D. opening document for detailed research topics and requirements.
How to apply: please visit the "Join Us" page for more information.

Call for Contribution
Call for Chapter: We invite expressions of interest in an edited volume titled "Intelligent Multimedia Processing and Computer Vision: Techniques and Applications". More details are here.

Call for Participation

  • We will organize an International Workshop on Federated Learning for Computer Vision (FedVision) in conjunction with CVPR 2022. [Workshop Website]
  • We will organize the 2nd Workshop on Dynamic Neural Networks Meet Computer Vision (DNetCV) in conjunction with CVPR 2022. [Workshop Website]
  • Research Interests

    • Computer Vision

    • Machine Learning

    • Image and Video Processing

    Selected Recent Publications

    1. MutualNet: Adaptive ConvNet via Mutual Learning from Different Model Configurations
      Taojiannan Yang, Sijie Zhu, Matias Mendieta, Pu Wang, Ravikumar Balakrishnan, Minwoo Lee, Tao Han, Mubarak Shah, Chen Chen
      IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2022   [Code]

    2. Degrade is Upgrade: Learning Degradation for Low-light Image Enhancement
      Kui Jiang, Zhongyuan Wang, Zheng Wang, Chen Chen, Peng Yi, Tao Lu, Chia-Wen Lin
      AAAI Conference on Artificial Intelligence (AAAI), 2022   [Code]

    3. 3D Human Pose Estimation with Spatial and Temporal Transformers
      Ce Zheng, Sijie Zhu, Matias Mendieta, Taojiannan Yang, Chen Chen, Zhengming Ding
      IEEE/CVF International Conference on Computer Vision (ICCV), 2021   [Code]

    4. Semi-supervised Domain Adaptive Retrieval via Discriminative Hashing Learning
      Haifeng Xia, Taotao Jing, Chen Chen, Zhengming Ding
      ACM Multimedia (ACM MM), 2021 (Oral)  

    5. Visual Explanation for Deep Metric Learning
      Sijie Zhu, Taojiannan Yang, Chen Chen
      IEEE Transactions on Image Processing (TIP), 2021   [Code]

    6. TransBTS: Multimodal Brain Tumor Segmentation Using Transformer
      Wenxuan Wang, Chen Chen, Meng Ding, Jiangyun Li, Hong Yu, Sen Zha
      International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2021   [Code]

    7. VIGOR: Cross-View Image Geo-localization beyond One-to-one Retrieval
      Sijie Zhu, Taojiannan Yang, Chen Chen
      IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021   [Dataset and Code]

    8. Learning Normal Dynamics in Videos with Meta Prototype Network
      Hui Lv, Chen Chen, Zhen Cui, Chunyan Xu, Yong Li, Jian Yang
      IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021   [Code]

    9. GradAug: A New Regularization Method for Deep Neural Networks
      Taojiannan Yang, Sijie Zhu, Chen Chen
      Thirty-fourth Conference on Neural Information Processing Systems (NeurIPS), 2020   [Poster]   [Code]

    10. MutualNet: Adaptive ConvNet via Mutual Learning from Network Width and Resolution
      Taojiannan Yang, Sijie Zhu, Chen Chen, Yan Shen, Mi Zhang, Andrew Willis
      European Conference on Computer Vision (ECCV), 2020 (Oral)   [Code]   [Video Presentation]

    11. Attention Mechanism Exploits Temporal Contexts: Real-time 3D Human Pose Reconstruction
      Ruixu Liu, Ju Shen, He Wang, Chen Chen, Sen-ching Cheung, Vijayan Asari
      IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020 (Oral)  [Code]

    12. Multi-Scale Progressive Fusion Network for Single Image Deraining
      Kui Jiang, Zhongyuan Wang, Peng Yi, Chen Chen, Baojin Huang, Yimin Luo, Jiayi Ma, Junjun Jiang
      IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020   [Code]

    13. 3D Dilated Multi-Fiber Network for Real-time Brain Tumor Segmentation in MRI
      Chen Chen, Xiaopeng Liu, Meng Ding, Junfeng Zheng, Jiangyun Li
      International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2019   [ Code ]

    14. Joint Dynamic Pose Image and Space Time Reversal for Human Action Recognition from Videos
      Mengyuan Liu, Fanyang Meng, Chen Chen, Songtao Wu
      33rd AAAI Conference on Artificial Intelligence (AAAI), 2019 (Oral)

    15. Real-world Anomaly Detection in Surveillance Videos
      Waqas Sultani, Chen Chen, Mubarak Shah
      IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018
      [ Project Website (New Anomaly Detection Dataset) ] [Video Presentation] [Download the dataset]

    16. Tube Convolutional Neural Network (T-CNN) for Action Detection in Videos
      Rui Hou, Chen Chen, Mubarak Shah
      International Conference on Computer Vision (ICCV), 2017
      [Project] [Code]

    17. Cross-View Image Matching for Geo-localization in Urban Environments
      Yicong Tian, Chen Chen, Mubarak Shah
      IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017
      [Project Website (Cross-view dataset and code)]

              Full list of publications

    Sponsors

    We are grateful for the support of our sponsors:

    Sponsors