Overview
Background
My name is Xin Yu, a Senior Lecturer at the University of Queensland. I am an Australian Research Council Discovery Early Career Researcher Award 2023-2025 (DECRA) recipient and an awardee of the prestigious Google Research Scholar Program in 2021. Previously, I was a research fellow at the Australian National University (ANU). I received my PhD degree from the Australian National Unversity under the supervision of Prof. Richard Hartley, Prof. Fatih Porikli and Dr. Basura Fernando. I also received a PhD degree from Tsinghua University supervised by Prof. Li Zhang. I am interested in Computer Vision and Machine Learning topics.
My research topics includes various computer vision and machine learning tasks, especially in efficient low-level image processing, image retrieval and localization, action recognition, 3D pose estimation, visual navigation and sign language recognition and translation.
Availability
- Dr Xin Yu is:
- Available for supervision
Research impacts
One of my research papers has been awarded "Best Paper Honorable Mention" award in the premium computer vision conference WACV 2020, and one paper has been nominated for the Best Paper Award in CVPR 2020.
I was awarded the Outstanding Reviewer Award in ECCV 2020, CVPR 2021 and ICCV 2021. CVPR, ICCV and ECCV are internationally world-leading computer vision and machine learning conferences. My research interests include deep learning techniques, image processing, and computer vision tasks. I am a program committee member of top-tier computer vision and machine learning conferences, such as CVPR, ICCV, ECCV, ICML, ICLR and NeurIPS, and a reviewer of prestigious journals, such as TPAMI, IJCV and TIP.
I am happy to supervise self-motivated PhD and MPhil students. If you are an undergraduate student and willing to conduct your honour project, please drop me an email.
Works
Search Professor Xin Yu’s works on UQ eSpace
2024
Journal Article
Ethics-aware face recognition aided by synthetic face images
Du, Xiaobiao, Yu, Xin, Liu, Jinhui, Dai, Beifen and Xu, Feng (2024). Ethics-aware face recognition aided by synthetic face images. Neurocomputing, 600 128129, 128129. doi: 10.1016/j.neucom.2024.128129
2024
Journal Article
Data-driven time series analysis of sensory cortical processing using high-resolution fMRI across different studies
Plagwitz, Lucas, Choi, Sangcheon, Yu, Xin, Segelcke, Daniel, Lambers, Henriette, Pogatzki-Zahn, Esther, Varghese, Julian, Faber, Cornelius and Pradier, Bruno (2024). Data-driven time series analysis of sensory cortical processing using high-resolution fMRI across different studies. Biomedical Signal Processing and Control, 93 106136, 1-15. doi: 10.1016/j.bspc.2024.106136
2024
Journal Article
High Spatiotemporal Resolution Radial Encoding Single-Vessel fMRI
Jiang, Yuanyuan, Pais-Roldán, Patricia, Pohmann, Rolf and Yu, Xin (2024). High Spatiotemporal Resolution Radial Encoding Single-Vessel fMRI. Advanced Science, 11 (26) e2309218, 1-10. doi: 10.1002/advs.202309218
2024
Journal Article
Proactive image manipulation detection via deep semi-fragile watermark
Zhao, Yuan, Liu, Bo, Zhu, Tianqing, Ding, Ming, Yu, Xin and Zhou, Wanlei (2024). Proactive image manipulation detection via deep semi-fragile watermark. Neurocomputing, 585 127593. doi: 10.1016/j.neucom.2024.127593
2024
Conference Publication
Enhancing hierarchical transformers for whole brain segmentation with intracranial measurements integration
Yu, Xin, Tang, Yucheng, Yang, Qi, Lee, Ho Hin, Bao, Shunxing, Huo, Yuankai and Landman, Bennett A. (2024). Enhancing hierarchical transformers for whole brain segmentation with intracranial measurements integration. SPIE. doi: 10.1117/12.3009084
2024
Journal Article
Deep conditional generative model for longitudinal single-slice abdominal computed tomography harmonization
Yu, Xin, Yang, Qi, Tang, Yucheng, Gao, Riqiang, Bao, Shunxing, Cai, Leon Y., Lee, Ho Hin, Huo, Yuankai, Moore, Ann Zenobia, Ferrucci, Luigi and Landman, Bennett A. (2024). Deep conditional generative model for longitudinal single-slice abdominal computed tomography harmonization. Journal of Medical Imaging, 11 (02). doi: 10.1117/1.jmi.11.2.024008
2024
Journal Article
No replication of direct neuronal activity-related (DIANA) fMRI in anesthetized mice
Choi, Sang-Han, Im, Geun Ho, Choi, Sangcheon, Yu, Xin, Bandettini, Peter A., Menon, Ravi S and Kim, Seong-Gi (2024). No replication of direct neuronal activity-related (DIANA) fMRI in anesthetized mice. Science Advances, 10 (13) eadl0999, 1-11. doi: 10.1126/sciadv.adl0999
2024
Journal Article
AI empowered Auslan learning for parents of deaf children and children of deaf adults
Sheng, Hongwei, Shen, Xin, Du, Heming, Zhang, Hu, Huang, Zi and Yu, Xin (2024). AI empowered Auslan learning for parents of deaf children and children of deaf adults. AI and Ethics, 1-11. doi: 10.1007/s43681-024-00457-y
2024
Journal Article
Alpha-180 spin-echo-based line-scanning method for high-resolution laminar-specific fMRI in animals
Choi, Sangcheon, Hike, David, Pohmann, Rolf, Avdievich, Nikolai, Gomez-Cid, Lidia, Man, Weitao, Scheffler, Klaus and Yu, Xin (2024). Alpha-180 spin-echo-based line-scanning method for high-resolution laminar-specific fMRI in animals. Imaging Neuroscience, 2, 1-14. doi: 10.1162/imag_a_00120
2024
Journal Article
Implementation of 2D Line-scanning Method
Hike, David, Choi, Sangcheon, Zhang, Bei, Jiang, Yuanyuan, Liu, Xiaochen, Pohmann, Rolf, Koehler, Sascha and Yu, Xin (2024). Implementation of 2D Line-scanning Method. Aperture Neuro, 4, 1-7. doi: 10.52294/001c.92792
2024
Journal Article
Detecting facial action units from global-local fine-grained expressions
Zhang, Wei, Li, Lincheng, Ding, Yu, Chen, Wei, Deng, Zhigang and Yu, Xin (2024). Detecting facial action units from global-local fine-grained expressions. IEEE Transactions on Circuits and Systems for Video Technology, 34 (2), 983-994. doi: 10.1109/tcsvt.2023.3288903
2024
Journal Article
The significance and limited influence of cerebrovascular reactivity on age and sex effects in task- and resting-state brain activity
Chen, Donna Y., Di, Xin, Yu, Xin and Biswal, Bharat B. (2024). The significance and limited influence of cerebrovascular reactivity on age and sex effects in task- and resting-state brain activity. Cerebral Cortex, 34 (2) bhad448, 1-9. doi: 10.1093/cercor/bhad448
2024
Journal Article
Novel inductively coupled ear-bars (ICEs) to enhance restored fMRI signal from susceptibility compensation in rats
Chen, Yi, Fernandez, Zachary, Scheel, Norman, Gifani, Mahsa, Zhu, David C., Counts, Scott E., Dorrance, Anne M., Razansky, Daniel, Yu, Xin, Qian, Wei and Qian, Chunqi (2024). Novel inductively coupled ear-bars (ICEs) to enhance restored fMRI signal from susceptibility compensation in rats. Cerebral Cortex, 34 (1) bhad479, 1-12. doi: 10.1093/cercor/bhad479
2024
Conference Publication
When 3D bounding-box meets SAM: point cloud instance segmentation with weak-and-noisy supervision
Yu, Qingtao, Du, Heming, Liu, Chen and Yu, Xin (2024). When 3D bounding-box meets SAM: point cloud instance segmentation with weak-and-noisy supervision. 2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HI, United States, 3-8 January 2024. Piscataway, NJ, United States: IEEE. doi: 10.1109/wacv57701.2024.00368
2024
Conference Publication
Identifying modulation of brain states by optogenetic stimulation of lateral hypothalamus
Takahashi, Kengo, Chen, Yi, Pais-Roldán, Patricia and Yu, Xin (2024). Identifying modulation of brain states by optogenetic stimulation of lateral hypothalamus. Joint Annual Meeting ISMRM-ESMRMB & ISMRT 31st Annual Meeting, London, United Kingdom, 7-12 May 2022. Concord, CA United States: ISMRM. doi: 10.58530/2022/1824
2024
Journal Article
MarkerNet: A divide-and-conquer solution to motion capture solving from raw markers
Hu, Zhipeng, Tang, Jilin, Li, Lincheng, Hou, Jie, Xin, Haoran, Yu, Xin and Bu, Jiajun (2024). MarkerNet: A divide-and-conquer solution to motion capture solving from raw markers. Computer Animation and Virtual Worlds, 35 (1) e2228. doi: 10.1002/cav.2228
2024
Conference Publication
MMOOC: a multimodal misinformation dataset for out-of-context news analysis
Xu, Qingzheng, Du, Heming, Chen, Huiqiang, Liu, Bo and Yu, Xin (2024). MMOOC: a multimodal misinformation dataset for out-of-context news analysis. 29th Australasian Conference, ACISP 2024, Sydney, NSW, Australia, 15–17 July 2024. Heidelberg, Germany: Springer. doi: 10.1007/978-981-97-5101-3_24
2024
Journal Article
CBARF: Cascaded Bundle-Adjusting Neural Radiance Fields From Imperfect Camera Poses
Fu, Hongyu, Yu, Xin, Li, Lincheng and Zhang, Li (2024). CBARF: Cascaded Bundle-Adjusting Neural Radiance Fields From Imperfect Camera Poses. IEEE Transactions on Multimedia, 26, 1-12. doi: 10.1109/tmm.2024.3388929
2024
Journal Article
StyleTalk++: A Unified Framework for Controlling the Speaking Styles of Talking Heads
Wang, Suzhen, Ma, Yifeng, Ding, Yu, Hu, Zhipeng, Fan, Changjie, Lv, Tangjie, Deng, Zhidong and Yu, Xin (2024). StyleTalk++: A Unified Framework for Controlling the Speaking Styles of Talking Heads. IEEE Transactions on Pattern Analysis and Machine Intelligence, PP (6), 1-17. doi: 10.1109/tpami.2024.3357808
2024
Journal Article
CMGNet: Collaborative multi-modal graph network for video captioning
Rao, Qi, Yu, Xin, Li, Guang and Zhu, Linchao (2024). CMGNet: Collaborative multi-modal graph network for video captioning. Computer Vision and Image Understanding, 238 103864, 1-10. doi: 10.1016/j.cviu.2023.103864
Funding
Current funding
Supervision
Availability
- Dr Xin Yu is:
- Available for supervision
Before you email them, read our advice on how to contact a supervisor.
Supervision history
Current supervision
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Doctor Philosophy
Combating evolving deceptive fake visual information through deepfake detection
Principal Advisor
Other advisors: Associate Professor Sen Wang
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Doctor Philosophy
Enhancing Building Fire Safety by Utilising Machine Learning Techniques
Principal Advisor
Other advisors: Professor Brian Lovell
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Doctor Philosophy
Digital Asset IP Protection
Principal Advisor
Other advisors: Dr Mahsa Baktashmotlagh
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Doctor Philosophy
Two way Auslan Translation
Principal Advisor
Other advisors: Professor Helen Huang
-
Doctor Philosophy
Towards Efficient Pest Detection in Agriculture
Principal Advisor
Other advisors: Associate Professor Sen Wang
-
Doctor Philosophy
Two way Auslan Translation
Principal Advisor
Other advisors: Dr Mahsa Baktashmotlagh
-
Doctor Philosophy
Advancing Human Perception: Countering Evolving Malicious Fake Visual Data
Principal Advisor
Other advisors: Honorary Professor Zhi-Gang Chen
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Doctor Philosophy
The prediction, diagnosis, and severity estimation models for plant disease
Principal Advisor
Other advisors: Associate Professor Sen Wang
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Doctor Philosophy
Remote Sensing Analysis in computer vision
Associate Advisor
Other advisors: Professor Helen Huang
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Doctor Philosophy
Data driven approaches for smart farming
Associate Advisor
Other advisors: Honorary Professor Zhi-Gang Chen, Professor Helen Huang
Media
Enquiries
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