Yuchen Liu (刘育辰)
Currently, I am a third-year Ph.D. student student at MIN Lab in Electrical Engineering Department of Shanghai Jiao Tong University, advised by Prof. Wenrui Dai and Prof. Hongkai Xiong.
Prior to SJTU, I obtained my bachelor degree at Xi'an Jiao Tong University in 2020.
I'm interested in computer vision and deep learning, which include but not limit to Transfer Learning, Self-supervised Learning, Domain Generalization and Face Anti-Spoofing.
Please drop me an email if you are interested in corporation with us.
Email  / 
Google Scholar  / 
Github  / 
ResearchGate
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News
[2024/07] Two papers are accepted by ECCV 2024.
[2024/02] One paper is accepted by TPAMI (IF=24.3).
[2023/10] I am invited to serve as a reviewer for CVPR 2024.
[2023/10] One paper about multi-modal large language model is released on Arxiv.
[2023/07] One paper is accepted by ACMMM 2023.
[2023/07] One paper is accepted by ICCV 2023.
[2023/02] Two papers are accepted by CVPR 2023.
[2023/02] I am invited to serve as a reviewer for ICCV 2023.
[2023/02] One paper is accepted by ICASSP 2023.
[2022/11] I am invited to serve as a reviewer for CVPR 2023.
[2022/07] Two papers are accepted by ECCV 2022.
[2022/03] One paper is accepted by ICME 2022 as Oral.
[2021/07] One paper is accepted by ICCV 2021.
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Xi'an Jiao Tong University (XJTU), Xi'an, China
Bachelor Degree in Electrical Engineering and Automation • Sep. 2016 - Jun. 2020
GPA: 93.56/100, TOFEL: 107/120, GRE: 335/340, Ranking: 5/345
Supervisor: Prof. Zhibin Pan
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Shanghai Jiao Tong University (SJTU), Shanghai, China
Third-year Ph.D. in MIN Lab, Department of Electrical Engineering • Aug. 2020 - Present
Supervisor: Prof. Wenrui Dai and Prof. Hongkai Xiong
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Qualcomm University Research Collaboration
Research Leader • Nov. 2020 - Nov. 2022
Advisors: Prof. Mengran Gou and Prof. Xuan Zou.
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Huawei Cloud
Research • Nov. 2022 - Now
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Source-Free Domain Adaptation With Domain Generalized Pretraining for Face Anti-Spoofing
Yuchen Liu,
Yabo Chen,
Wenrui Dai,
Mengran Gou,
Chun-Ting Huang,
Hongkai Xiong
 
IEEE Transactions on Pattern Analysis and Machine Intelligence, TPAMI, 2024.
Area: Domain Generalization, Domain Adaptation, Face Anti-Spoofing
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VioLET: Vision-Language Efficient Tuning with Collaborative Multi-modal Gradients
Yaoming Wang,
Yuchen Liu,
Xiaopeng Zhang,
Jin Li,
Bowen Shi,
Chenglin Li,
Wenrui Dai,
Hongkai Xiong,
Qi Tian,
 
ACM International Conference on Multimedia, ACM MM 2023
Area: Parameter-efficient Tuning, Multi-modal Foundation Model
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Towards Unsupervised Domain Generalization for Face Anti-Spoofing
Yuchen Liu,
Yabo Chen,
Mengran Gou,
Chun-Ting Huang,
Yaoming Wang,
Wenrui Dai,
Hongkai Xiong,
 
International Conference on Computer Vision, ICCV 2023
[Paper],
[Poster]
Area: Unsupervised Domain Generalization, Face Anti-Spoofing
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Promoting Semantic Connectivity: Dual Nearest Neighbors Contrastive Learning for Unsupervised Domain Generalization
Yuchen Liu,
Yaoming Wang,
Yabo Chen,
Wenrui Dai,
Chenglin Li,
Junni Zou,
Hongkai Xiong,
 
Computer Vision and Pattern Recognition, CVPR 2023
[Paper],
[Poster],
[Video]
Area: Self-supervised Contrastive Learning, Unsupervised Domain Generalization
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Adapting Shortcut with Normalizing Flow: An Efficient Tuning
Framework for Visual Recognition
Yaoming Wang,
Bowen Shi,
Xiaopeng Zhang,
Jin Li,
Yuchen Liu,
Wenrui Dai,
Chenglin Li,
Hongkai Xiong,
Qi Tian
 
Computer Vision and Pattern Recognition, CVPR 2023
[Paper],
[Poster],
[Slide],
[Video]
Area: Parameter-efficient Finetuning
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Learning Causal Representations for Generalizable Face Anti Spoofing
Guanghao Zheng*,
Yuchen Liu*,
Wenrui Dai,
Chenglin Li,
Junni Zou,
Hongkai Xiong,
 
2023 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2023
[Paper]
Area: Causal Inference, Domain Generalization, Face Anti-Spoofing
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Source-Free Domain Adaptation with Contrastive Domain Alignment and Self-supervised Exploration for Face Anti-Spoofing
Yuchen Liu,
Yabo Chen,
Wenrui Dai,
Mengran Gou,
Chun-Ting Huang,
Hongkai Xiong,
 
European Conference on Computer Vision, ECCV 2022
[Paper],
[Code],
[Poster],
[Video]
Area: Domain Adaptation, Face Anti-Spoofing
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SdAE: Self-distillated Masked Autoencoder
Yabo Chen*,
Yuchen Liu*,
Dongsheng Jiang,
Xiaopeng Zhang,
Wenrui Dai,
Hongkai Xiong,
Qi Tian,
European Conference on Computer Vision, ECCV 2022
[Paper],
[Code],
[Poster]
Area: Self-supervised Learning
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Causal Intervention for Generalizable Face Anti-Spoofing
Yuchen Liu,
Yabo Chen,
Wenrui Dai,
Chenglin Li,
Junni Zou,
Hongkai Xiong,
 
IEEE International Conference on Multimedia and Expo, ICME 2022 Oral
[Paper],
[Slides],
[Video]
Area: Causal Inference, Domain Generalization, Face Anti-Spoofing
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Academic Service
Conference Reviewer: ACMMM'22, CVPR'23, ICME'23, ICCV'23, CVPR'24, ECCV'24, ACMMM'24
Journal Reviewer: TPAMI, IJCV, TMM
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Honors & Scholarships
National Scholarship (Top 2% student), 2017, 2018
ZhangXu Academician Scholarship (Only 10 students per year in Department), 2020-2025
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