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
Email: huang@seas.harvard.edu
My Google Scholar

Education

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Work Experiences


Preprint

  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

Publications

  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


Contest


Patents

  • 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.

Awards

  • 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.

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