Jiaying's homepage

I am currently employed at City University of Hong Kong. I obtained my Ph.D. degree in Computer Science from City University of Hong Kong , under the supervision of Prof. Rynson W.H. Lau in 2023. Prior to that, I received my B.Eng. degree in Computer Science and Engineering from South China University of Technology in 2019.

I have been working on new, practical, and essential problems in deep learning, computer vision, and computer graphics.

I am actively seeking job opportunities. Feel free to reach out to me!

[May 2023] I pass my Ph.D. thesis defense!
[Mar. 2023] I will serve as a reviewer for ICCV 2023.
[Mar. 2023] A paper is accepted to CVPR 2023. Stay tuned for more details.
[Nov. 2022] Shuquan constructed the first human-annotated 3D question answering dataset a year ago and now the corresponding paper is finally accepted to TVCG! We believe this ground-breaking work can largely facilitate machine perception of 3D real-world scenarios. [ link ]
[Nov. 2022] Three papers are accepted to AAAI 2023, including two selected for oral presentations, for which I served as corresponding author.
[Nov. 2022] My first academic collaborator Shuquan gets her first TPAMI paper, which describes the first framework to empower the point cloud segmentation model with resistance to annotation noise. Congratulations! [ link ]
[Oct. 2022] I will serve as a reviewer for CVPR 2023.
[Oct. 2022] Grateful to be recognized as an Outstanding Reviewer for ECCV 2022.

Depth-aware Glass Surface Detection with Cross-modal Context Mining

Jiaying Lin ^* , Yuen-Hei Yeung ^* @, Rynson W.H. Lau.
Arxiv , 2022.
[arxiv]

Rethinking Video Salient Object Ranking

Jiaying Lin , Huankang Guan, Rynson W.H. Lau.
Arxiv , 2022.
[arxiv]

Learning to Detect Mirrors from Videos via Dual Correspondences

Jiaying Lin ^* , Xin Tan ^* , Rynson W.H. Lau.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2023.
[ project ] [ paper ] [ code ]

Weakly-Supervised Camouflaged Object Detection with Scribble Annotations

Ruozhen He@ ^* , Qihua Dong@ ^* , Jiaying Lin# , Rynson W.H. Lau
Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI) , 2023. (Oral)
[ project ] [ arxiv ] [ paper ] [ code and dataset ]

Efficient Mirror Detection via Multi-level Heterogeneous Learning

Ruozhen He@, Jiaying Lin# , Rynson W.H. Lau
Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI) , 2023. (Oral)
[ arxiv ] [ paper ] [ code ]

Symmetry-Aware Transformer-based Mirror Detection

Tianyu Huang@, Bowen Dong, Jiaying Lin , Xiaohui Liu, Rynson W.H. Lau, Wangmeng Zuo
Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI) , 2023.
[ arxiv ] [ code ]

Exploiting Semantic Relations for Glass Surface Detection

Jiaying Lin ^* , Yuen-Hei Yeung ^* @, Rynson W.H. Lau.
Thirty-Sixth Conference on Neural Information Processing Systems (NeurIPS) , 2022. (Spotlight)
[ project ] [ paper ] [ code ] [ dataset ]

Frequency-aware Camouflaged Object Detection

Jiaying Lin ^* , Xin Tan ^* , Ke Xu, Lizhuang Ma, Rynson W.H. Lau.
ACM Transactions on Multimedia Computing Communications and Applications (TOMM) , 2022.
[paper] [results]

Mirror Detection with the Visual Chirality Cue

Xin Tan, Jiaying Lin , Ke Xu, Pan Chen, Lizhuang Ma, Rynson W.H. Lau.
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) , 2022.
[paper]

Learning Semantic Associations for Mirror Detection

Huankang Guan, Jiaying Lin , Rynson W.H. Lau.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2022.
[ paper ] [ poster ] [ code ]

Rich Context Aggregation with Reflection Prior for Glass Surface Detection

Jiaying Lin , Zebang He, Rynson W.H. Lau.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2021.
[ project ] [ paper ] [ code ] [ dataset ]

Progressive Mirror Detection

Jiaying Lin , Guodong Wang, Rynson W.H. Lau.
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2020.
[ project ] [ paper ] [ code ] [ dataset ]

Coherence and Identity Learning for Arbitrary-length Face Video Generation

Shuquan Ye, Chu Han, Jiaying Lin , Guoqiang Han, Shengfeng He.
International Conference on Pattern Recognition (ICPR) , 2020.
[paper]

An Estimation of Distribution Algorithm for Large-Scale Optimization with Cooperative Co-evolution and Local Search

Jiaying Lin , Wei-Neng Chen, Jun Zhang.
International Conference on Information Science and Technology (ICONIP) , 2018.
[paper]

Research Assistant, supervised by Dr. Ming-Chang Yang
Memory and Storage Systems Research Group
The Chinese University of Hong Kong.
Feb. 2019 - May 2019

Research Assistant, supervised by Dr. Heming Cui
Systems Software Group
The University of Hong Kong
Jun. 2018 - Nov. 2018

International Journal of Computer Vision (IJCV)

IEEE Transactions on Image Processing (TIP)

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

Conference Reviewer / Program Committee

CVPR 2022, ECCV 2022, AAAI 2023, CVPR 2023, ICCV 2023, NeurIPS 2023

Huankang Guan (Ph.D. student at CityU)

Ruozhen He (undergraduate student at CityU, incoming Ph.D. student at Rice University)

Zebang He (MSc student at CityU, now Ph.D. student at PolyU)

Yuen Hei Yeung (undergraduate student at CityU, won the Innovation and Technology Scholarship 2021 during his internship in our group [ link ])

Tianyu Huang (undergraduate student at HIT, now CityU-HIT Joint Ph.D. student)

Outstanding Reviewer, ECCV 2022.

Research Tuition Scholarship, City University of Hong Kong, 2022 - 2023

Postgraduate Studentship, City University of Hong Kong, 2019 - 2023

Undergraduate Studentship, South China University of Technology, 2015 - 2019

Elite Student Program, South China University of Technology (Top 0.4%), 2015 - 2019

Depth-aware Glass Surface Detection with Cross-modal Context Mining Jiaying Lin * , Yuen-Hei Yeung * @, Rynson W.H. Lau. Arxiv , 2022. [arxiv]

Rethinking Video Salient Object Ranking Jiaying Lin , Huankang Guan, Rynson W.H. Lau. Arxiv , 2022. [arxiv]

Learning to Detect Mirrors from Videos via Dual Correspondences Jiaying Lin * , Xin Tan * , Rynson W.H. Lau. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2023. [ project ] [ paper ] [ code ]

Weakly-Supervised Camouflaged Object Detection with Scribble Annotations Ruozhen He@ * , Qihua Dong@ * , Jiaying Lin# , Rynson W.H. Lau Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI) , 2023. (Oral) [ project ] [ arxiv ] [ paper ] [ code and dataset ]

Efficient Mirror Detection via Multi-level Heterogeneous Learning Ruozhen He@, Jiaying Lin# , Rynson W.H. Lau Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI) , 2023. (Oral) [ arxiv ] [ paper ] [ code ]

Symmetry-Aware Transformer-based Mirror Detection Tianyu Huang@, Bowen Dong, Jiaying Lin , Xiaohui Liu, Rynson W.H. Lau, Wangmeng Zuo Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI) , 2023. [ arxiv ] [ code ]

Exploiting Semantic Relations for Glass Surface Detection Jiaying Lin * , Yuen-Hei Yeung * @, Rynson W.H. Lau. Thirty-Sixth Conference on Neural Information Processing Systems (NeurIPS) , 2022. (Spotlight) [ project ] [ paper ] [ code ] [ dataset ]

Frequency-aware Camouflaged Object Detection Jiaying Lin * , Xin Tan * , Ke Xu, Lizhuang Ma, Rynson W.H. Lau. ACM Transactions on Multimedia Computing Communications and Applications (TOMM) , 2022. [paper] [results]

Mirror Detection with the Visual Chirality Cue Xin Tan, Jiaying Lin , Ke Xu, Pan Chen, Lizhuang Ma, Rynson W.H. Lau. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) , 2022. [paper]

Learning Semantic Associations for Mirror Detection Huankang Guan, Jiaying Lin , Rynson W.H. Lau. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2022. [ paper ] [ poster ] [ code ]

Rich Context Aggregation with Reflection Prior for Glass Surface Detection Jiaying Lin , Zebang He, Rynson W.H. Lau. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2021. [ project ] [ paper ] [ code ] [ dataset ]

Progressive Mirror Detection Jiaying Lin , Guodong Wang, Rynson W.H. Lau. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2020. [ project ] [ paper ] [ code ] [ dataset ]

Coherence and Identity Learning for Arbitrary-length Face Video Generation Shuquan Ye, Chu Han, Jiaying Lin , Guoqiang Han, Shengfeng He. International Conference on Pattern Recognition (ICPR) , 2020. [paper]