Research Scientist at Baidu Research
Big Data Lab
July 2019 - Jan 2021       Beijing, China
Working with
Prof. Dejing Dou
and Prof. Jun Huan
Research Intern at Baidu Research
Big Data Lab
Mar 2019 - June 2019       Beijing, China
Supervised by Prof. Jun Huan.
Preprint
QuantArt: Quantizing Image Style Transfer Towards High Visual Fidelity
[pdf]
Siyu Huang*, Jie An*, Donglai Wei, Jiebo Luo, Hanspeter Pfister
arXiv:2212.10431, 2022
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
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
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
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
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
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
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
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
Conference Presentation: "Parameter-Free Style Projection for Arbitrary Style Transfer".
International Conference on Acoustics, Speech, and Signal Processing (ICASSP). Virtual. May 2022.
Conference Presentation: "Semi-Supervised Active Learning with Temporal Output Discrepancy".
International Conference on Computer Vision (ICCV). Virtual. Oct 2021.
Invited Talk: “Visual Understanding and Prediction Techniques”.
UESTC International Forum for Young Scholars. Virtual, Sept 2021.
Conference Presentation: "Generating Person Images with Appearance-aware Pose Stylizer".
29th International Joint Conference on Artificial Intelligence (IJCAI). Virtual. Jan 2021.
Open Course: “Automated Deep Learning: Theory and Applications”.
Baidu World Congress, Branch Forum. Beijing, Sept 2020.
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.
Open Course: “NAS with RL and Differentiable NAS in AutoDL”.
Baidu Create 2019 - Baidu AI Developer Conference. Beijing, July 2019.
Invited Talk: “Deep Cross-Modal Knowledge Mining”.
Forum for Talented Young Scholar in Computer Science. Zhejiang University, Hangzhou, May 2019.
Invited Talk: "Text Guided Person Image Synthesis".
Baidu Research. Beijing, China. Mar 2019.
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]
Invited Talk: "Greedy Neural Architecture Search for Multi-Attribute Learning".
State University of New York (SUNY) at Binghamton, Binghamton, USA. Sept 2018.