Siyu Huang  (黄思羽)

Postdocotoral Fellow at Harvard University
Research Interests: Computer Vision, Deep Learning, Multimedia Analysis

Address: 150 Western Ave, Boston, MA 02134
My Google Scholar



Work Experiences


  1. QuantArt: Quantizing Image Style Transfer Towards High Visual Fidelity [pdf]
    Siyu Huang*, Jie An*, Donglai Wei, Jiebo Luo, Hanspeter Pfister
    arXiv:2212.10431, 2022

  2. ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal [pdf]
    Lanqing Guo, Chong Wang, Wenhan Yang, Siyu Huang, Yufei Wang, Hanspeter Pfister, Bihan Wen
    arXiv:2212.04711, 2022


  1. Cross-Model Consensus of Explanations and Beyond for Image Classification Models: An Empirical Study
    Xuhong Li, Haoyi Xiong, Siyu Huang, Shilei Ji, Dejing Dou
    Machine Learning, 2023

  2. ShadowFormer: Global Context Helps Shadow Removal
    Lanqing Guo, Siyu Huang, Ding Liu, Hao Cheng, Bihan Wen
    AAAI, 2023

  3. Making Your First Choice: To Address Cold Start Problem in Vision Active Learning [pdf]
    Liangyu Chen, Yutong Bai, Siyu Huang, Yongyi Lu, Bihan Wen, Alan Yuille, Zongwei Zhou
    NeurIPS Workshop on Human in the Loop Learning, 2022

  4. Temporal Output Discrepancy for Loss Estimation-based Active Learning [pdf] [code]
    Siyu Huang, Tianyang Wang, Haoyi Xiong, Bihan Wen, Jun Huan, Dejing Dou
    IEEE Transactions on Neural Networks and Learning Systems, 2022

  5. MUSCLE: Multi-task Self-supervised Continual Learning to Pre-train Deep Models for X-ray Images of Multiple Body Parts [pdf]
    Weibin Liao, Haoyi Xiong, Qingzhong Wang, Yan Mo, Xuhong Li, Yi Liu, Zeyu Chen, Siyu Huang, Dejing Dou
    MICCAI, 2022

  6. A Unified Framework for Bidirectional Prototype Learning from Contaminated Faces across Heterogeneous Domains [pdf]
    Meng Pang, Binghui Wang, Siyu Huang, Yiu-ming Cheung, Bihan Wen
    IEEE Transactions on Information Forensics and Security, 2022

  7. Parameter-Free Style Projection for Arbitrary Style Transfer [pdf] [code] [Official PaddleHub]
    Siyu Huang, Haoyi Xiong, Tianyang Wang, Bihan Wen, Qingzhong Wang, Zeyu Chen, Jun Huan, Dejing Dou
    ICASSP, 2022

  8. BM-NAS: Bilevel Multimodal Neural Architecture Search [pdf] [video] [code]
    Yihang Yin, Siyu Huang, Xiang Zhang
    AAAI, 2022 (Oral)

  9. AutoGCL: Automated Graph Contrastive Learning via Learnable View Generators [pdf] [video] [code]
    Yihang Yin, Qingzhong Wang, Siyu Huang, Haoyi Xiong, Xiang Zhang
    AAAI, 2022

  10. Boosting Active Learning via Improving Test Performance [pdf] [code]
    Tianyang Wang, Xingjian Li, Pengkun Yang, Guosheng Hu, Xiangrui Zeng, Siyu Huang, Cheng-Zhong Xu, Min Xu
    AAAI, 2022

  11. Semi-Supervised Active Learning with Temporal Output Discrepancy [pdf] [supp] [poster] [slides] [video] [code]
    Siyu Huang, Tianyang Wang, Haoyi Xiong, Jun Huan, Dejing Dou
    ICCV, 2021

  12. ReLLIE: Deep Reinforcement Learning for Customized Low-Light Image Enhancement [pdf] [code]
    Rongkai Zhang, Lanqing Guo, Siyu Huang, Bihan Wen
    ACM MM, 2021

  13. ArtFlow: Unbiased Image Style Transfer via Reversible Neural Flows [pdf] [supp] [code]
    Jie An*, Siyu Huang*, Yibing Song, Dejing Dou, Wei Liu, Jiebo Luo
    CVPR, 2021

  14. Dual Low-Rank Multimodal Fusion [pdf]
    Tao Jin*, Siyu Huang*, Yingming Li, Zhongfei Zhang
    EMNLP Findings, 2020

  15. Neighbours Matter: Image Captioning with Similar Images [pdf]
    Qingzhong Wang, Jiuniu Wang, Antoni Chan, Siyu Huang, Haoyi Xiong, Xingjian Li, Dejing Dou
    BMVC, 2020

  16. Generating Person Images with Appearance-aware Pose Stylizer [pdf] [code]
    Siyu Huang, Haoyi Xiong, Zhi-Qi Cheng, Qingzhong Wang, Xingran Zhou, Bihan Wen, Jun Huan, Dejing Dou
    IJCAI, 2020

  17. SBAT: Video Captioning with Sparse Boundary-Aware Transformer [pdf]
    Tao Jin, Siyu Huang, Ming Chen, Yingming Li, Zhongfei Zhang
    IJCAI, 2020

  18. Stacked Pooling for Boosting Scale Invariance of Crowd Counting [pdf] [code]
    Siyu Huang, Xi Li, Zhi-Qi Cheng, Zhongfei Zhang, Alexander Hauptmann
    ICASSP, 2020

  19. Low-Rank HOCA: Efficient High-Order Cross-Modal Attention for Video Captioning [pdf]
    Tao Jin, Siyu Huang*, Yingming Li, Zhongfei Zhang
    EMNLP, 2019

  20. Text Guided Person Image Synthesis [pdf] [supp]
    Xingran Zhou, Siyu Huang*, Bin Li, Yingming Li, Jiachen Li, Zhongfei Zhang.
    CVPR, 2019

  21. User-Ranking Video Summarization with Multi-Stage Spatio-Temporal Representation [pdf] [demo]
    Siyu Huang, Xi Li, Zhongfei Zhang, Fei Wu, Junwei Han.
    IEEE Transactions on Image Processing, 2019

  22. Perceiving Physical Equation by Observing Visual Scenarios [pdf]
    Siyu Huang*, Zhi-Qi Cheng*, Xi Li, Xiao Wu, Zhongfei Zhang, Alexander Hauptmann.
    NeurIPS Workshop on Modeling the Physical World, 2018

  23. TVT: Two-View Transformer Network for Video Captioning [pdf]
    Ming Chen, Yingming Li, Zhongfei Zhang, Siyu Huang.
    ACML, 2018

  24. GNAS: A Greedy Neural Architecture Search Method for Multi-Attribute Learning [pdf] [slides] [poster]
    Siyu Huang, Xi Li, Zhi-Qi Cheng, Zhongfei Zhang, Alexander Hauptmann.
    ACM MM, 2018 (Oral)

  25. Learning to Transfer: Generalizable Attribute Learning with Multitask Neural Model Search [pdf]
    Zhi-Qi Cheng, Xiao Wu, Siyu Huang, Jun-Xiu Li, Alexander Hauptmann, Qiang Peng.
    ACM MM, 2018

  26. Body Structure Aware Deep Crowd Counting [pdf] [demo]
    Siyu Huang, Xi Li, Zhongfei Zhang, Fei Wu, Shenghua Gao, Rongrong Ji, Junwei Han.
    IEEE Transactions on Image Processing, 2018

  27. Deep Learning Driven Visual Path Prediction From a Single Image [pdf] [dataset]
    Siyu Huang, Xi Li, Zhongfei Zhang, Zhouzhou He, Fei Wu, Wei Liu, Jinhui Tang, Yueting Zhuang.
    IEEE Transactions on Image Processing, 2016



  • Data mining system, method, and storage medium. Ji Liu, Haoyi Xiong, Siyu Huang, Dejing Dou. Filed, US20210248139A1, CN111597226A
  • Pose transfer system, method, and storage medium. Siyu Huang, Haoyi Xiong, Dejing Dou. Filed, CN111680623A
  • A text-guided person image generation algorithm. Xingran Zhou, Siyu Huang, Bin Li, Yingming Li, Zhongfei Zhang. Granted, CN110021051B
  • A one-dimensional sequence learning based video summarization algorithm. Siyu Huang, Xi Li, Zhongfei Zhang. Granted, CN107729821A
  • A pedestrian body appearance structure based crowd counting algorithm. Siyu Huang, Xi Li, Zhongfei Zhang. Granted, CN106815563B

Invited Talks and Presentations

  1. Conference Presentation: "Parameter-Free Style Projection for Arbitrary Style Transfer".
    International Conference on Acoustics, Speech, and Signal Processing (ICASSP). Virtual. May 2022.
  2. Conference Presentation: "Semi-Supervised Active Learning with Temporal Output Discrepancy".
    International Conference on Computer Vision (ICCV). Virtual. Oct 2021.
  3. Invited Talk: “Visual Understanding and Prediction Techniques”.
    UESTC International Forum for Young Scholars. Virtual, Sept 2021.
  4. Conference Presentation: "Generating Person Images with Appearance-aware Pose Stylizer".
    29th International Joint Conference on Artificial Intelligence (IJCAI). Virtual. Jan 2021.
  5. Open Course: “Automated Deep Learning: Theory and Applications”.
    Baidu World Congress, Branch Forum. Beijing, Sept 2020.
  6. Conference Tutorial: “A Tutorial on Neural Architecture Search”.
    IEEE International Conference on Data Mining (ICDM) Tutorial on Automated Deep Learning: Theory, Algorithms, Platforms, and Applications. Beijing, Nov 2019.
  7. Open Course: “NAS with RL and Differentiable NAS in AutoDL”.
    Baidu Create 2019 - Baidu AI Developer Conference. Beijing, July 2019.
  8. Invited Talk: “Deep Cross-Modal Knowledge Mining”.
    Forum for Talented Young Scholar in Computer Science. Zhejiang University, Hangzhou, May 2019.
  9. Invited Talk: "Text Guided Person Image Synthesis".
    Baidu Research. Beijing, China. Mar 2019.
  10. Conference Presentation: "GNAS: A Greedy Neural Architecture Search Method for Multi-Attribute Learning".
    ACM International Conference on Multimedia (ACM MM). Seoul, Korea. Oct 2018. [photo]
  11. Invited Talk: "Greedy Neural Architecture Search for Multi-Attribute Learning".
    State University of New York (SUNY) at Binghamton, Binghamton, USA. Sept 2018.


  • Outstanding Research. Baidu Research. 2020.
  • Excellent Postgraduate Students' Award. Zhejiang University. 2019.
  • ACM MM Student Travel Award. ACM SIGMM. 2018.
  • National Scholarship for PhD Student. Ministry of Education of the P.R.C. 2017. Awarded to top 1% PhD students.
  • Postgraduate of Merit. Zhejiang University. 2017, 2018.
  • Award of Honor for Postgraduate. Zhejiang University. 2017, 2018.
  • Graduate of Chu Kochen Honors College. Zhejiang University. 2014.
  • Excellent Bachelor’s Thesis "Feature Learning and Its Applications". Zhejiang University. 2014.

Professional Services

    Meta-reviewer: IJCAI (21, 23), ICDM (20)
    Journal reviewer: IEEE TPAMI, IEEE TNNLS, IEEE TIP, IEEE TMM, IEEE TCSVT, Neurocomputing, etc.
    Conference reviewer: ACL (21, 22), CVPR (21, 22), ICCV (21), ECCV (22), ACM MM (21,22), AAAI (19, 21, 22), IJCAI (20, 22), SIGGRAPH Asia (21), BMVC (20,21), ICPR (20), ICDM (18), etc.

Web Site Hit Counter Since Nov, 2018

Proudly powered by Bootstrap