Computer Vision, Machine Intelligence.

• Transfer Learning, e.g., domain adaptation, domain generalization, and semi-supervised learning.

• Scene Understanding, e.g., semantic segmentation, object detection in images and videos.

• Multi-Modal Learning, e.g., vision-language models, 3D point cloud understanding.

• Biometrics, e.g., face anti-spoofing.

• DGMamba: Domain Generalization via Generalized State Space Model
  Shaocong Long*, Qianyu Zhou*, Xiangtai Li, Xuequan Lu, Chenhao Ying, Yuan Luo, Lizhuang Ma, Shuicheng Yan.
  Preprint, 2024 (In submission).
  [paper] [arxiv] [code] [bib]

• Rethinking Domain Generalization: Discriminability and Generalizability
  Shaocong Long*, Qianyu Zhou*, Chenhao Ying, Lizhuang Ma, Yuan Luo.
  Preprint, 2023 (In submission).
  [paper] [arxiv] [bib]

• Diverse Target and Contribution Scheduling for Domain Generalization
  Shaocong Long*, Qianyu Zhou*, Chenhao Ying, Lizhuang Ma, Yuan Luo.
  Preprint, 2023 (In submission).
  [paper] [arxiv] [bib]

• SimAda: A Simple Unified Framework for Adapting Segment Anything Model in Underperformed Scenes
  Yiran Song*, Qianyu Zhou*, Xuequan Lu, Zhiwen Shao, Lizhuang Ma.
  Preprint, 2024 (In submission).
  [paper] [arxiv] [code] [bib]

[Google Scholar] (* indicates joint first author, and † indicates corresponding author)

For the full publication by year, please refer to my Full publication list

• TransVOD: End-to-End Video Object Detection with Spatial-Temporal Transformers
  Qianyu Zhou, Xiangtai Li, Lu He, Yibo Yang, Guangliang Cheng, Yunhai Tong, Lizhuang Ma, Dacheng Tao.
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 45, no. 6, pp. 7853-7869, 2023.
  ESI Highly Cited Paper
  [paper] [arxiv] [DOI] [code1] [code2] [code3] [bib]

• Self-Adversarial Disentangling for Specific Domain Adaptation
  Qianyu Zhou, Qiqi Gu, Jiangmiao Pang, Xuequan Lu, Lizhuang Ma.
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 45, no. 7, pp. 8954-8968, 2023.
  [paper] [arxiv] [DOI] [bib]

• Instance-Aware Domain Generalization for Face Anti-Spoofing
  Qianyu Zhou, Ke-Yue Zhang, Taiping Yao, Xuequan Lu, Ran Yi, Shouhong Ding, Lizhuang Ma.
  IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 20453-20463, June, 2023.
  [paper] [arxiv] [DOI] [code] [bib]

• Test-Time Domain Generalization for Face Anti-Spoofing
  Qianyu Zhou, Ke-Yue Zhang, Taiping Yao, Xuequan Lu, Shouhong Ding, Lizhuang Ma.
  IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June, 2024.
  [paper] [arxiv] [bib]

• Context-Aware Mixup for Domain Adaptive Semantic Segmentation
  Qianyu Zhou, Zhengyang Feng, Qiqi Gu, Jiangmiao Pang, Guangliang Cheng, Xuequan Lu, Jianping Shi, Lizhuang Ma.
  IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), vol. 33, no. 2, pp. 804-817, 2023.
  [paper] [arxiv] [DOI] [code] [bib]

• Adaptive Mixture of Experts Learning for Generalizable Face Anti-Spoofing
  Qianyu Zhou, Ke-Yue Zhang, Taiping Yao, Ran Yi, Shouhong Ding, Lizhuang Ma.
  The 30th ACM International Conference on Multimedia (ACM MM), pp. 6009-6018, October, 2022.
  [paper] [arxiv] [DOI] [bib]

• Generative Domain Adaptation for Face Anti-Spoofing
  Qianyu Zhou, Ke-Yue Zhang, Taiping Yao, Ran Yi, Kekai Sheng, Shouhong Ding, Lizhuang Ma.
  European Conference on Computer Vision (ECCV), pp. 335-356, October, 2022.
  [paper] [arxiv] [DOI] [bib]

• Uncertainty-Aware Consistency Regularization for Cross-Domain Semantic Segmentation
  Qianyu Zhou, Zhengyang Feng, Qiqi Gu, Guangliang Cheng, Xuequan Lu, Jianping Shi, Lizhuang Ma.
  Computer Vision and Image Understanding (CVIU), vol. 221, no. C, pp. 103448-103460, 2022.
  [paper] [arxiv] [DOI] [bib]

• Domain Adaptive Semantic Segmentation via Regional Contrastive Consistency Regularization
  Qianyu Zhou, Chuyun Zhuang, Ran Yi, Xuequan Lu, Lizhuang Ma.
  IEEE International Conference on Multimedia and Expo (ICME), July, 2022 (Oral Presentation).
  [paper] [arxiv] [DOI] [code] [bib]

• BA-SAM: Scalable Bias-Mode Attention Mask for Segment Anything Model
  Yiran Song*, Qianyu Zhou*, Xiangtai Li, Deng-Ping Fan, Xuequan Lu, Lizhuang Ma.
  IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June, 2024.
  [paper] [arxiv] [code] [bib]

• PIT: Position-Invariant Transform for Cross-FoV Domain Adaptation
  Qiqi Gu*, Qianyu Zhou*, Minghao Xu, Zhengyang Feng, Guangliang Cheng, Xuequan Lu, Jianping Shi, Lizhuang Ma.
  IEEE/CVF International Conference on Computer Vision (ICCV), pp. 8741-8750, October, 2021.
  [paper] [arxiv] [DOI] [code] [bib]

• End-to-End Video Object Detection with Spatial-Temporal Transformers
  Lu He*, Qianyu Zhou*, Xiangtai Li*, Li Niu, Guangliang Cheng, Xiao Li, Wenxuan Liu, Yunhai Tong, Lizhuang Ma, Liqing Zhang.
  The 29th ACM International Conference on Multimedia (ACM MM), pp. 1507-1516, October, 2021.
  [paper] [arxiv] [DOI] [code] [bib]

• DMT: Dynamic Mutual Training for Semi-Supervised Learning
  Zhengyang Feng*, Qianyu Zhou*, Qiqi Gu, Xin Tan, Guangliang Cheng, Xuequan Lu, Jianping Shi, Lizhuang Ma.
  Patter Recognition (PR), vol. 130, no. C, pp. 108777-108789, 2022.
  [paper] [arxiv] [DOI] [code] [bib]

• Continuous Piecewise-Affine Based Motion Model for Image Animation
  Hexiang Wang*, Fengqi Liu*, Qianyu Zhou*, Xin Tan, Ran Yi, Lizhuang Ma.
  AAAI Conference on Artificial Intelligence (AAAI), 2024.
  [paper] [arxiv] [code] [bib]

• CloudMix: Dual Mixup Consistency for Unpaired Point Cloud Completion
  Fengqi Liu*, Jingyu Gong*, Qianyu Zhou, Xuequan Lu, Ran Yi, Yuan Xie, and Lizhuang Ma
  IEEE Transactions on Visualization and Computer Graphics (TVCG), 2024.
  [paper] [DOI] [bib]

• Ph.D, Department of Computer Science and Engineering, Shanghai Jiao Tong University. (Sep. 2019 - Present)
  Memeber of Wenjun Wu AI Honored Ph.D Class (Top 1%), AI Institute, Shanghai Jiao Tong University;
  Memeber of Zhiyuan Honored Ph.D Program (The Highest Honor) in Shanghai Jiao Tong University;
  Advised by Prof. Lizhuang Ma and Dr. Jianping Shi
  

• B.Sc, College of Computer Science and Technology, Jilin University. (Aug. 2015 - Jun. 2019)
  Top Ten Honorary Undergraduates (The Highest Honor) in Jilin University;
  

• Journal Reviewer
  

• IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)

• International Journal of Computer Vision (IJCV)

• IEEE Transactions on Image Processing (TIP)

• IEEE Transactions on Multimedia (TMM)

• IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)

• Information Fusion (INFFUS)

• Neurocomputing

• Frontiers in Neuroscience

• Conference Reviewer
  

• IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022 - 2024

• IEEE International Conference on Computer Vision (ICCV), 2023

• European Conference on Computer Vision (ECCV), 2022, 2024

• International Conference on Machine Learning (ICML), 2024

• AAAI Conference on Artificial Intelligence (AAAI), 2023 - 2024

• ACM International Conference on Multimedia (ACM MM), 2023 - 2024

• IEEE International Conference on Multimedia and Expo (ICME), 2023 - 2024