Dr Xin Yu

ARC DECRA

School of Electrical Engineering and Computer Science
Faculty of Engineering, Architecture and Information Technology

Overview

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.

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.

Publications

View all Publications

Supervision

  • Doctor Philosophy

  • Doctor Philosophy

  • Doctor Philosophy

View all Supervision

Publications

Book Chapter

Journal Article

Conference Publication

  • Zhang, Yiyun, Wang, Zijian, Luo, Yadan, Yu, Xin and Huang, Zi (2023). Learning efficient unsupervised satellite image-based building damage detection. 2023 IEEE International Conference on Data Mining (ICDM), Shanghai, China, 1-4 December 2023. Piscataway, NJ, United States: IEEE. doi: 10.1109/icdm58522.2023.00206

  • Yu, Qingtao, Du, Heming and Yu, Xin (2023). A new perspective of weakly supervised 3D instance segmentation via bounding boxes. 36th Australasian Joint Conference on Artificial Intelligence, AJCAI 2023, Brisbane, QLD Australia, 28 November –1 December 2023. Singapore: Springer. doi: 10.1007/978-981-99-8388-9_9

  • Sheng, Hongwei, Yu, Xin, Li, Xue and Golzan, Mojtaba (2023). Context-based masking for spontaneous venous pulsations detection. 36th Australasian Joint Conference on Artificial Intelligence, AJCAI 2023, Brisbane, QLD Australia, 28 November –1 December 2023. Singapore: Springer. doi: 10.1007/978-981-99-8388-9_42

  • Du, Heming, Huang, Zi, Chapman, Scott and Yu, Xin (2023). Toward a unified framework for RGB and RGB-D visual navigation. 36th Australasian Joint Conference on Artificial Intelligence, AJCAI 2023, Brisbane, QLD Australia, 28 November –1 December 2023. Singapore: Springer. doi: 10.1007/978-981-99-8391-9_29

  • Yuan, Bowen, Wang, Zijian and Yu, Xin (2023). Towards reliable and efficient vegetation segmentation for Australian wheat data analysis. 34th Australasian Database Conference (ADC), Melbourne, NSW Australia, 1-3 November 2023. Cham, Switzerland: Springer Cham. doi: 10.1007/978-3-031-47843-7_9

  • Liu, Chen, Li, Peike Patrick, Qi, Xingqun, Zhang, Hu, Li, Lincheng, Wang, Dadong and Yu, Xin (2023). Audio-visual segmentation by exploring cross-modal mutual semantics. MM '23: The 31st ACM International Conference on Multimedia, Ottawa, ON Canada, 29 October - 3 November 2023. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3581783.3612373

  • Wang, Ming, Guo, Xianda, Lin, Beibei, Yang, Tian, Zhu, Zheng, Li, Lincheng, Zhang, Shunli and Yu, Xin (2023). DyGait: Exploiting Dynamic Representations for High-performance Gait Recognition. IEEE. doi: 10.1109/iccv51070.2023.01235

  • Lee, Ho Hin, Liu, Quan, Bao, Shunxing, Yang, Qi, Yu, Xin, Cai, Leon Y., Li, Thomas Z., Huo, Yuankai, Koutsoukos, Xenofon and Landman, Bennett A. (2023). Scaling up 3D Kernels with Bayesian frequency re-parameterization for medical image segmentation. MICCAI 2023 26th International Conference, Vancouver, BC, Canada, 8–12 October 2023. Cham, Switzerland: Springer. doi: 10.1007/978-3-031-43901-8_60

  • Shen, Chuanfu, Lin, Beibei, Zhang, Shunli, Yu, Xin, Huang, George Q. and Yu, Shiqi (2023). Gait Recognition with Mask-based Regularization. IEEE. doi: 10.1109/ijcb57857.2023.10449112

  • Qi, Xingqun, Liu, Chen, Sun, Muyi, Li, Lincheng, Fan, Changjie and Yu, Xin (2023). Diverse 3D Hand Gesture Prediction from Body Dynamics by Bilateral Hand Disentanglement. 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, Canada, 17-24 June 2023. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/cvpr52729.2023.00448

  • Sheng, Hongwei, Yu, Xin, Wang, Feiyu, Khan, MD Wahiduzzaman, Weng, Hexuan, Shariflou, Sahar and Golzan, S. Mojtaba (2023). Autonomous Stabilization of Retinal Videos for Streamlining Assessment of Spontaneous Venous Pulsations. 45th Annual International Conference of the IEEE-Engineering-in-Medicine-and-Biology-Society (EMBC), Sydney Australia, Jul 24-27, 2023. NEW YORK: IEEE. doi: 10.1109/embc40787.2023.10341088

  • Wu, Haoqian, Hu, Zhipeng, Li, Lincheng, Zhang, Yongqiang, Fan, Changjie and Yu, Xin (2023). NeFII: Inverse Rendering for Reflectance Decomposition with Near-Field Indirect Illumination. 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, Canada, 17-24 June 2023. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/cvpr52729.2023.00418

  • Du, Heming, Li, Lincheng, Huang, Zi and Yu, Xin (2023). Object-goal visual navigation via effective exploration of relations among historical navigation states. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, BC, Canada, 17-24 June 2023. Piscataway, NJ, United States: IEEE. doi: 10.1109/cvpr52729.2023.00252

  • Cai, Junyang, Nguyen, Khai-Nguyen, Shrestha, Nishant, Good, Aidan, Tu, Ruisen, Yu, Xin, Zhe, Shandian and Serra, Thiago (2023). Getting Away with More Network Pruning: From Sparsity to Geometry and Linear Regions. 20th International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research, Nice, France, 29 May – 1 June 2023. Cham, Switzerland: Springer. doi: 10.1007/978-3-031-33271-5_14

  • Luo, Yadan, Chen, Zhuoxiao, Wang, Zijian, Yu, Xin, Huang, Zi and Baktashmotlagh, Mahsa (2023). Exploring active 3D object detection from a generalization perspective. 11th International Conference on Learning Representations (ICLR), Kigali, Rwanda, 1 - 5 May 2023. New York, NY, United States: Cornell Tech. doi: 10.48550/arXiv.2301.09249

  • Bao, Shunxing, Cui, Can, Li, Jia, Tang, Yucheng, Lee, Ho Hin, Deng, Ruining, Remedios, Lucas W., Yu, Xin, Yang, Qi, Chiron, Sophie, Patterson, Nathan H., Lau, Ken S., Liu, Qi, Roland, Joseph T., Coburn, Lori A., Wilson, Keith T., Landman, Bennett A. and Huo, Yuankai (2023). Topological-preserving membrane skeleton segmentation in multiplex immunofluorescence imaging. Conference on Medical Imaging - Digital and Computational Pathology, San Diego, CA, United States, 19-23 February 2023. Bellingham, WA, United States: SPIE - International Society for Optical Engineering. doi: 10.1117/12.2654087

  • Tang, Jilin, Li, Lincheng, Hou, Jie, Xin, Haoran and Yu, Xin (2023). A divide-and-conquer solution to 3D human motion estimation from raw MoCap data. 30th IEEE Conference Virtual Reality and 3D User Interfaces (IEEE VR), Shanghai, China, 25-29 March 2023. Piscataway, NJ United States: IEEE. doi: 10.1109/vrw58643.2023.00226

  • Fu, Hongyu, Liu, Chen, Qi, Xingqun, Lin, Beibei, Li, Lincheng, Zhang, Li and Yu, Xin (2023). Sign Spotting via Multi-modal Fusion and Testing Time Transferring. European Conference on Computer Vision (ECCV 2022), Tel Aviv, Israel, 23–27 October 2022. Cham, Switzerland: Springer. doi: 10.1007/978-3-031-25085-9_16

  • Ramadass, Karthik, Yu, Xin, Cai, Leon Y., Tang, Yucheng, Bao, Shunxing, Kerley, Cailey, D'Archangel, Micah, Barquero, Laura A., Newton, Allen T., Gauthier, Isabel, McGugin, Rankin Williams, Dawant, Benoit M., Cutting, Laurie E., Huo, Yuankai and Landman, Bennett A. (2023). Deep whole brain segmentation of 7T structural MRI. SPIE Medical Imaging 2023: Image Processing, San Diego, CA United States, 19–23 February 2023. Bellingham, WA United States: SPIE. doi: 10.1117/12.2654108

  • Yu, Xin, Tang, Yucheng, Yang, Qi, Lee, Ho Hin, Gao, Riqiang, Bao, Shunxing, Moore, Ann Zenobia, Ferrucci, Luigi and Landman, Bennett A (2023). Longitudinal Variability Analysis on Low-dose Abdominal CT with Deep Learning-based Segmentation. SPIE Medical Imaging 2023: Image Processing, San Diego, CA United States, 19–23 February 2023. Bellingham, WA United States: SPIE. doi: 10.1117/12.2653762

  • Zhao, Yuan, Liu, Bo, Ding, Ming, Liu, Baoping, Zhu, Tianqing and Yu, Xin (2023). Proactive deepfake defence via identity watermarking. 23rd IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HI United States, 3-7 January 2023. Piscataway, NJ United States: IEEE. doi: 10.1109/wacv56688.2023.00458

  • Liu, Baoping, Liu, Bo, Ding, Ming, Zhu, Tianqing and Yu, Xin (2023). TI2Net: Temporal identity inconsistency network for deepfake detection. 23rd IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HI United States, 3-7 January 2023. Piscataway, NJ United States: IEEE. doi: 10.1109/wacv56688.2023.00467

  • Du, Heming, Yu, Xin, Hussain, Farookh, Armin, Mohammad Ali, Petersson, Lars and Li, Weihao (2023). Weakly-supervised Point Cloud Instance Segmentation with Geometric Priors. 2023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HI United States, 2-7 January 2023. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/wacv56688.2023.00425

  • Shi, Yujiao, Yu, Xin, Wang, Shan and Li, Hongdong (2023). CVLNet: Cross-view Semantic Correspondence Learning for Video-Based Camera Localization. 16th Asian Conference on Computer Vision, Macao, China, 4–8 December 2022. Cham, Switzerland: Springer. doi: 10.1007/978-3-031-26319-4_8

  • Wang, Ming, Lin, Beibei, Guo, Xianda, Li, Lincheng, Zhu, Zheng, Sun, Jiande, Zhang, Shunli, Liu, Yu and Yu, Xin (2023). GaitStrip: Gait Recognition via Effective Strip-Based Feature Representations and Multi-level Framework. 16th Asian Conference on Computer Vision, Macao, China, 4–8 December 2022. Cham, Switzerland: Springer. doi: 10.1007/978-3-031-26316-3_42

  • Rao, Qi, Yu, Xin, Navasardyan, Shant and Shi, Humphrey (2023). Sim2RealVS: A new benchmark for video stabilization with a strong baseline. 23rd IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HI United States, 3-7 January 2023. Piscataway, NJ United States: IEEE. doi: 10.1109/wacv56688.2023.00537

  • Zeng, Haitian, Yu, Xin, Miao, Jiaxu and Yang, Yi (2022). MHR-Net: Multiple-Hypothesis Reconstruction of Non-Rigid Shapes from 2D Views. European Conference on Computer Vision (ECCV 2022), Tel Aviv, Israel, 23-27 October 2022. Cham, Switzerland: Springer. doi: 10.1007/978-3-031-20086-1_1

  • Zhu, Feng, Yang, Zongxin, Yu, Xin, Yang, Yi and Wei, Yunchao (2022). Instance as identity: a generic online paradigm for video instance segmentation. Computer Vision – ECCV 2022 17th European Conference, Tel Aviv, Israel, 23–27 October 2022. Cham, Switzerland: Springer. doi: 10.1007/978-3-031-19818-2_30

  • Yao, Guangming, Wu, Hongzhi, Yuan, Yi, Li, Lincheng, Zhou, Kun and Yu, Xin (2022). Learning Implicit Body Representations from Double Diffusion Based Neural Radiance Fields. Thirty-First International Joint Conference on Artificial Intelligence IJCAI-ECAI 2022, Vienna, Austria, 23-29 July 2022. Los Angeles, CA United States: International Joint Conferences on Artificial Intelligence Organization. doi: 10.24963/ijcai.2022/218

  • Tang, Tianqi, Du, Heming, Yu, Xin and Yang, Yi (2022). Monocular Camera-Based Point-Goal Navigation by Learning Depth Channel and Cross-Modality Pyramid Fusion. Thirty-Sixth AAAI Conference on Artificial Intelligence, Online, 22 February - 1 March 2022. Palo Alto, CA United States: Association for the Advancement of Artificial Intelligence. doi: 10.1609/aaai.v36i5.20480

  • Tang, Tianqi, Du, Heming, Yu, Xin and Yang, Yi (2022). Monocular camera-based point-goal navigation by learning depth channel and cross-modality pyramid fusion. 36th AAAI Conference on Artificial Intelligence / 34th Conference on Innovative Applications of Artificial Intelligence / 12th Symposium on Educational Advances in Artificial Intelligence, Online, 22 February –1 March 2022. Palo Alto, CA United States: Association for the Advancement of Artificial Intelligence. doi: 10.1609/aaai.v36i5.20480

  • Wang, Suzhen, Li, Lincheng, Ding, Yu and Yu, Xin (2022). One-Shot Talking Face Generation from Single-Speaker Audio-Visual Correlation Learning. Thirty-Sixth AAAI Conference on Artificial Intelligence, Online, 22 February - 1 March 2022. Palo Alto, CA United States: Association for the Advancement of Artificial Intelligence. doi: 10.1609/aaai.v36i3.20154

  • Wang, Suzhen, Li, Lincheng, Ding, Yu and Yu, Xin (2022). One-shot talking face generation from single-speaker audio-visual correlation learning. 36th AAAI Conference on Artificial Intelligence / 34th Conference on Innovative Applications of Artificial Intelligence / 12th Symposium on Educational Advances in Artificial Intelligence, Online, 22 February –1 March 2022. Palo Alto, CA United States: ASSOC. doi: 10.1609/aaai.v36i3.20154

  • Li, Shibo, Phillips, Jeff M., Yu, Xin, Kirby, Robert M. and Zhe, Shandian (2022). Batch Multi-Fidelity Active Learning with Budget Constraints. 36th Conference on Neural Information Processing Systems (NeurIPS 2022), Online, 28 November - 9 December 2022. Maryland Heights, MO United States: Morgan Kaufmann Publishers.

  • Zhuang, Zheyu, Yu, Xin and Mahony, Robert (2021). End-to-end multi-instance robotic reaching from monocular vision. IEEE International Conference on Robotics and Automation (ICRA), Xian, China, 30 May - 5 June 2021. Washington, DC United States: IEEE Computer Society. doi: 10.1109/ICRA48506.2021.9561518

  • Wang, Suzhen, Li, Lincheng, Ding, Yu, Fan, Changjie and Yu, Xin (2021). Audio2Head: Audio-driven One-shot Talking-head Generation with Natural Head Motion. Thirtieth International Joint Conference on Artificial Intelligence, Montreal, Canada, 19-27 August 2021. Los Angeles, CA United States: International Joint Conferences on Artificial Intelligence Organization. doi: 10.24963/ijcai.2021/152

  • Tang, Tianqi, Yu, Xin, Dong, Xuanyi and Yang, Yi (2021). Auto-navigator: decoupled neural architecture search for visual navigation. IEEE Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HI United States, 5-9 January 2021. Piscataway, NJ United States: IEEE. doi: 10.1109/WACV48630.2021.00379

  • Ben-Shabat, Yizhak, Yu, Xin, Saleh, Fatemeh, Campbell, Dylan, Rodriguez-Opazo, Cristian, Li, Hongdong and Gould, Stephen (2021). The IKEA ASM dataset: understanding people assembling furniture through actions, objects and pose. IEEE Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HI United States, 5-9 January 2021. Piscataway, NJ United States: IEEE Computer Society. doi: 10.1109/WACV48630.2021.00089

  • Ding, Yuhang, Yu, Xin and Yang, Yi (2021). Modeling the probabilistic distribution of unlabeled data for one-shot medical image segmentation. 35th AAAI Conference on Artificial Intelligence / 33rd Conference on Innovative Applications of Artificial Intelligence / 11th Symposium on Educational Advances in Artificial Intelligence, Online, 2–9 February 2021. Palo Alto, CA United States: Association for the Advancement of Artificial Intelligence. doi: 10.1609/aaai.v35i2.16212

  • Li, Lincheng, Wang, Suzhen, Zhang, Zhimeng, Ding, Yu, Zheng, Yixing, Yu, Xin and Changjie Fan (2021). Write-a-speaker: Text-based emotional and rhythmic talking-head generation. 35th AAAI Conference on Artificial Intelligence / 33rd Conference on Innovative Applications of Artificial Intelligence / 11th Symposium on Educational Advances in Artificial Intelligence, Online, 2–9 February 2021. Palo Alto, CA United States: Association for the Advancement of Artificial Intelligence. doi: 10.1609/aaai.v35i3.16286

  • Du, Heming, Yu, Xin and Zheng, Liang (2021). VTNET: visual transformer network for object goal navigation. 9th International Conference on Learning Representations, Virtual, 3-7 May 2021. Appleton WI USA: International Conference on Learning Representations.

  • Kennedy, Gerard, Gao, Jin, Zhuang, Zheyu, Yu, Xin and Mahony, Robert (2021). A general approach to state refinement. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Virtual, 27 September - 1 October 2021. Piscataway, NJ, United States: IEEE. doi: 10.1109/IROS51168.2021.9636400

  • Li, Dongxu, Xu, Chenchen, Zhang, Kaihao, Yu, Xin, Zhong, Yiran, Ren, Wenqi, Suominen, Hanna and Li, Hongdong (2021). ARVo: learning all-range volumetric correspondence for video deblurring. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Virtual, 19-25 June 2021. Washington, DC, United States: I E E E Computer Society. doi: 10.1109/CVPR46437.2021.00763

  • Yang, Zongxin, Yu, Xin and Yang, Yi (2021). DSC-PoseNet: learning 6DoF object pose estimation via dual-scale consistency. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Virtual, 19-25 June 2021. Washington, DC, United States: I E E E Computer Society. doi: 10.1109/CVPR46437.2021.00390

  • Liu, Jinhui and Yu, Xin (2021). Few-shot Weighted Style Matching for Glaucoma Detection. First CAAI International Conference, CICAI 2021, Hangzhou, China, 5–6 June 2021. Cham, Switzerland: Springer. doi: 10.1007/978-3-030-93046-2_25

  • Lin, Beibei, Zhang, Shunli and Yu, Xin (2021). Gait recognition via effective global-local feature representation and local temporal aggregation. 18th IEEE/CVF International Conference on Computer Vision (ICCV), Virtual, 11-17 October 2021. New York, NY, United States: IEEE. doi: 10.1109/ICCV48922.2021.01438

  • Yu, Xin, van Baar, Jeroen and Chen, Siheng (2021). Joint 3D human shape recovery and pose estimation from a single image with bilayer graph. 9th International Conference on 3D Vision (3DV), London, United Kingdom, 1-3 December 2021. Piscataway, NJ United States: IEEE Computer Society. doi: 10.1109/3DV53792.2021.00060

  • Zeng, Haitian, Dai, Yuchao, Yu, Xin, Wang, Xiaohan and Yang, Yi (2021). PR-RRN: pairwise-regularized residual-recursive networks for non-rigid structure-from-motion. 18th IEEE/CVF International Conference on Computer Vision (ICCV), Virtual, 11-17 October 2021. New York, NY, United States: IEEE. doi: 10.1109/ICCV48922.2021.00555

  • Fan, Hehe, Yu, Xin, Ding, Yuhang, Yang, Yi and Kankanhalli, Mohan (2021). PSTNET: POINT SPATIO-TEMPORAL CONVOLUTION ON POINT CLOUD SEQUENCES. International Conference on Learning Representations, ICLR.

  • Ding, Yuhang, Yu, Xin and Yang, Yi (2021). RFNet: region-aware fusion network for incomplete multi-modal brain tumor segmentation. 18th IEEE/CVF International Conference on Computer Vision (ICCV), Virtual, 11-17 October 2021. New York, NY, United States: IEEE. doi: 10.1109/ICCV48922.2021.00394

  • Zhang, Jing, Fan, Deng-Ping, Dai, Yuchao, Yu, Xin, Zhong, Yiran, Barnes, Nick and Shao, Ling (2021). RGB-D saliency detection via cascaded mutual information minimization. 18th IEEE/CVF International Conference on Computer Vision (ICCV), Virtual, 11-17 October 2021. New York, NY, United States: IEEE. doi: 10.1109/ICCV48922.2021.00430

  • Quan, Ruijie, Yu, Xin, Liang, Yuanzhi and Yang, Yi (2021). Removing raindrops and rain streaks in one go. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Virtual, 19-25 June 2021. Washington, DC, United States: IEEE COMPUTER SOC. doi: 10.1109/CVPR46437.2021.00903

  • Shi, Yujiao, Li, Hongdong and Yu, Xin (2021). Self-supervised visibility learning for novel view synthesis. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Virtual, 19-25 June 2021. Washington, DC, United States: I E E E Computer Society. doi: 10.1109/CVPR46437.2021.00955

  • Li, Peike, Yu, Xin and Yang, Yi (2021). Super-resolving cross-domain face miniatures by peeking at one-shot exemplar. 18th IEEE/CVF International Conference on Computer Vision (ICCV), Virtual, 11-17 October 2021. New York, NY, United States: IEEE. doi: 10.1109/ICCV48922.2021.00443

  • Li, Dongxu, Xu, Chenchen, Yu, Xin, Zhang, Kaihao, Swift, Ben, Suominen, Hanna and Li, Hongdong (2020). TSPNet: hierarchical feature learning via temporal semantic pyramid for sign language translation. 34th Conference on Neural Information Processing Systems (NeurIPS 2020), Vancouver, Canada, 6-12 December 2020. Maryland Heights, MO USA: Morgan Kaufmann Publishers.

  • Yu, Xin, Zhuang, Zheyu, Koniusz, Piotr and Li, Hongdong (2020). 6DoF object pose estimation via differentiable proxy voting regularizer. 31st British Machine Vision Conference, Virtual, 7-10 September 2020. Bath, United Kingdom: British Machine Vision Association, BMVA.

  • Zhang, Yang, Tsang, Ivor W., Luo, Yawei, Hu, Chang-Hui, Lu, Xiaobo and Yu, Xin (2020). Copy and Paste GAN: Face Hallucination From Shaded Thumbnails. 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, WA United States, 13-19 June 2020. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/cvpr42600.2020.00738

  • Zhang, Jing, Yu, Xin, Li, Aixuan, Song, Peipei, Liu, Bowen and Dai, Yuchao (2020). Weakly-Supervised Salient Object Detection via Scribble Annotations. 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, WA United States, 13-19 June 2020. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/cvpr42600.2020.01256

  • Zheng, Zhedong, Jiang, Minyue, Wang, Zhigang, Wang, Jian, Bai, Zechen, Zhang, Xuanmeng, Yu, Xin, Tan, Xiao, Yang, Yi, Wen, Shilei and Ding, Errui (2020). Going Beyond Real Data: A Robust Visual Representation for Vehicle Re-identification. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Electr Network, Jun 14-19, 2020. LOS ALAMITOS: IEEE COMPUTER SOC. doi: 10.1109/CVPRW50498.2020.00307

  • Zhuang, Zheyu, Yu, Xin and Mahony, Robert (2020). LyRN (Lyapunov Reaching Network): A Real-Time Closed Loop approach from Monocular Vision. 2020 IEEE International Conference on Robotics and Automation (ICRA), Online, 31 May - 15 June 2020. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/icra40945.2020.9196781

  • Shi, Yujiao, Yu, Xin, Liu, Liu, Zhang, Tong and Li, Hongdong (2020). Optimal Feature Transport for Cross-View Image Geo-Localization. 34th AAAI Conference on Artificial Intelligence / 32nd Innovative Applications of Artificial Intelligence Conference / 10th AAAI Symposium on Educational Advances in Artificial Intelligence, New York Ny, Feb 07-12, 2020. PALO ALTO: ASSOC ADVANCEMENT ARTIFICIAL INTELLIGENCE.

  • Li, Dongxu, Yu, Xin, Xu, Chenchen, Petersson, Lars and Li, Hongdong (2020). Transferring Cross-domain Knowledge for Video Sign Language Recognition. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Electr Network, Jun 14-19, 2020. NEW YORK: IEEE. doi: 10.1109/CVPR42600.2020.00624

  • Li, Peike, Dong, Xuanyi, Yu, Xin and Yang, Yi (2020). When Humans Meet Machines: Towards Efficient Segmentation Networks. British Machine Vision Association, BMVA.

  • Shi, Yujiao, Yu, Xin, Campbell, Dylan and Li, Hongdong (2020). Where am I looking at? Joint Location and Orientation Estimation by Cross-View Matching. 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Online, 14-19 June 2020. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/CVPR42600.2020.00412

  • Li, Dongxu, Opazo, Cristian Rodriguez, Yu, Xin and Li, Hongdong (2020). Word-level Deep Sign Language Recognition from Video: A New Large-scale Dataset and Methods Comparison. IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Snowmass Co, Mar 01-05, 2020. LOS ALAMITOS: IEEE COMPUTER SOC.

  • Shiri, Fatemeh, Yu, Xin, Porikli, Fatih, Hartley, Richard and Koniusz, Piotr (2019). Recovering Faces from Portraits with Auxiliary Facial Attributes. 19th IEEE Winter Conference on Applications of Computer Vision (WACV), Waikoloa Village, HI United States, 7-11 January 2019. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/WACV.2019.00049

  • Pan, Liyuan, Scheerlinck, Cedric, Yu, Xin, Hartley, Richard, Liu, Miaomiao and Dai, Yuchao (2019). Bringing a Blurry Frame Alive at High Frame-Rate with an Event Camera. 32nd IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, CA United States, 16-20 June 2019. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/CVPR.2019.00698

  • Tian, Yurun, Yu, Xin, Fan, Bin, Wu, Fuchao, Heijnen, Huub and Balntas, Vassileios (2019). SOSNet: Second Order Similarity Regularization for Local Descriptor Learning. 32nd IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach Ca, Jun 16-20, 2019. NEW YORK: IEEE. doi: 10.1109/CVPR.2019.01127

  • Shi, Yujiao, Liu, Liu, Yu, Xin and Li, Hongdong (2019). Spatial-Aware Feature Aggregation for Cross-View Image based Geo-Localization. 33rd Conference on Neural Information Processing Systems (NeurIPS), Vancouver Canada, Dec 08-14, 2019. LA JOLLA: NEURAL INFORMATION PROCESSING SYSTEMS (NIPS).

  • Yu, Xin, Tian, Yurun, Porikli, Fatih, Hartley, Richard, Li, Hongdong, Heijnen, Huub and Balntas, Vassileios (2019). Unsupervised Extraction of Local Image Descriptors via Relative Distance Ranking Loss. IEEE/CVF International Conference on Computer Vision (ICCV), Seoul, Korea, 27 October - 2 November 2019. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/ICCVW.2019.00351

  • Yu, Xin, Fernando, Basura, Ghanem, Bernard, Porikli, Fatih and Hartley, Richard (2018). Face Super-Resolution Guided by Facial Component Heatmaps. 15th European Conference on Computer Vision (ECCV), Munich Germany, Sep 08-14, 2018. CHAM: SPRINGER INTERNATIONAL PUBLISHING AG. doi: 10.1007/978-3-030-01240-3_14

  • Shiri, Fatemeh, Yu, Xin, Porikli, Fatih, Hartley, Richard and Koniusz, Piotr (2018). Identity-preserving Face Recovery from Portraits. 18th IEEE Winter Conference on Applications of Computer Vision (WACV), Nv, Mar 12-15, 2018. NEW YORK: IEEE. doi: 10.1109/WACV.2018.00018

  • Yu, Xin, Yu, Zhiding and Ramalingam, Srikumar (2018). Learning Strict Identity Mappings in Deep Residual Networks. 31st IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City Ut, Jun 18-23, 2018. NEW YORK: IEEE. doi: 10.1109/CVPR.2018.00466

  • Yu, Xin, Fernando, Basura, Hartley, Richard and Porikli, Fatih (2018). Super-Resolving Very Low-Resolution Face Images with Supplementary Attributes. 31st IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City Ut, Jun 18-23, 2018. NEW YORK: IEEE. doi: 10.1109/CVPR.2018.00101

  • Shiri, Fatemeh, Yu, Xin, Koniusz, Piotr and Porikli, Fatih (2017). Face Destylization. International Conference on Digital Image Computing - Techniques and Applications (DICTA), Sydney Australia, Nov 29-Dec 01, 2017. NEW YORK: IEEE.

  • Yu, Xin and Porikli, Fatih (2017). Face Hallucination with Tiny Unaligned Images by Transformative Discriminative Neural Networks. 31st AAAI Conference on Artificial Intelligence, San Francisco Ca, Feb 04-09, 2017. PALO ALTO: ASSOC ADVANCEMENT ARTIFICIAL INTELLIGENCE.

  • Yu, Xin and Porikli, Fatih (2017). Hallucinating Very Low-Resolution Unaligned and Noisy Face Images by Transformative Discriminative Autoencoders. 30th IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Honolulu Hi, Jul 21-26, 2017. NEW YORK: IEEE. doi: 10.1109/CVPR.2017.570

  • Yu, Xin and Porikli, Fatih (2016). Ultra-Resolving Face Images by Discriminative Generative Networks. 14th European Conference on Computer Vision (ECCV), Amsterdam, Netherlands, 8-16 October 2016. Heidelberg, Germany: Springer. doi: 10.1007/978-3-319-46454-1_20

PhD and MPhil Supervision

Current Supervision