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 see this Ph.D. opening ad and visit the "Join Us" page for more information.

Research Interests

My research interests include

  • Computer Vision

  • Machine Learning

  • Image and Video Processing

Selected Recent Publications

  1. 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, 2021 (ICCV)   [Code]

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

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

  4. 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]

  5. 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]

  6. 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]

  7. Towards Resolving the Challenge of Long-tail Distribution in UAV Images for Object Detection
    Weiping Yu, Taojiannan Yang, Chen Chen
    Winter Conference on Applications of Computer Vision (WACV), 2021   [Code]

  8. Revisiting Street-to-Aerial View Image Geo-localization and Orientation Estimation
    Sijie Zhu, Taojiannan Yang, Chen Chen
    Winter Conference on Applications of Computer Vision (WACV), 2021

  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. CP-NAS: Child-Parent Neural Architecture Search for 1-bit CNNs
    Li'an Zhuo, Baochang Zhang, Hanlin Chen, Linlin Yang, Chen Chen, Yanjun Zhu, David Doermann
    International Joint Conference on Artificial Intelligence (IJCAI), 2020

  12. Density Map Guided Object Detection in Aerial Images
    Changlin Li, Taojiannan Yang, Sijie Zhu, Chen Chen, Shanyue Guan
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (EarthVision Workshop), 2020   [Code]

  13. 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]

  14. 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]

  15. 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 ]

  16. 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)

  17. Calibrated Stochastic Gradient Descent for Convolutional Neural Networks
    Li'an Zhuo, Baochang Zhang, Chen Chen, David Doermann, Jianzhuang Liu, Qixiang Ye
    33rd AAAI Conference on Artificial Intelligence (AAAI), 2019

  18. Gabor Convolutional Networks
    Shangzhen Luan, Chen Chen, Baochang Zhang, Jungong Han, Jianzhuang Liu
    IEEE Transactions on Image Processing (TIP), 2018   [ Code ]

  19. Memory Attention Networks for Skeleton-based Action Recognition
    Chunyu Xie, Ce Li, Baochang Zhang, Chen Chen, Jungong Han, Changqing Zou, Jianzhuang Liu
    International Joint Conference on Artificial Intelligence (IJCAI), 2018

  20. 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]

  21. 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]

  22. 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

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