姓名：许勇
职称/职务：教授（二级）/副校长、国家卓越工程师学院院长
主要研究领域：人工智能、大数据、计算机器视觉、模式识别、图像处理等
所在团队：大数据与视觉计算团队（负责人）
办公邮箱：yxu@scut.edu.cn
个人简介：
许勇，现任华南理工大学副校长，卓越工程师学院院长，计算机科学与工程学院/未来技术学院二级教授、博士生导师，“广东省多模态大数据智能分析重点实验室”主任，“广东省大数据分析与处理工程技术研究中心”主任，“人体数据感知教育部工程研究中心”副主任。1993、1996和1999年分获南京大学学士、硕士和博士学位。1999年至今在华南理工大学工作，历任计算机学院系主任、副院长、软件学院院长、研究生院常务副院长。教育部“新世纪优秀人才”，“广东特支计划”教学名师，IEEE高级会员，ACM高级会员，CCF杰出会员，广东省“千百十”省级培养对象。华南理工大学“大数据与视觉计算”学术团队带头人，主要研究方向是人工智能、大数据、计算机器视觉、模式识别、图像处理等。近年来，主持和参加了40余项国家级和省部级等科研项目，发表科研论文200余篇，入选全球前2%顶尖科学家榜单。获广东省科技进步二等奖、广东省计算机学会科学技术奖一等奖、第七届中国国际“互联网+”大学生创新创业大赛产业命题赛道金奖(第一指导老师)及第六届中国国际“互联网+”大学生创新创业大赛国际赛道金奖(第一指导老师)等奖项。学术出访美国、欧洲、新加坡等知名高校近30次。
教育经历：
1999 南京大学 博士
1996 南京大学 硕士
1993 南京大学 学士
工作经历：
2023.07 - 至今 华南理工大学 副校长
2022.11-2023.11 华南理工大学研究生院 常务副院长
2022.10 - 至今 人体数据感知教育部工程研究中心 副主任
2021.11 - 至今 广东省多模态大数据智能分析重点实验室 主任
2013.12 - 至今 广东省大数据分析与处理工程技术研究中心 主任
2022.11－2023.11 华南理工大学研究生院 常务副院长
2020.05-2022.11 华南理工大学研究生院 副院长
2018.01-2020.05 华南理工大学研究生院 副院长（挂职）
2021.12-2022.10 华南理工大学软件学院 院长
2007.06－2017.08 华南理工大学计算机学院 副院长
学术兼职：
International Journal of Computer Vision、IEEE Transaction on Image Processing、Information Science、Pattern Recognition、ICCV、CVPR等国际高水平期刊和会议审稿人
广东省多模态大数据智能分析重点实验室 主任
广东省大数据分析与处理工程技术研究中心 主任
人体数据感知教育部工程研究中心 副主任
CCF广州分部主席（2019.02-2023.5）
国际 IEEE 高级会员
ACM 高级会员
中国计算机学会CCF杰出会员
课程教学（选填）：
密码学与安全协议、Visual Computing、IT前沿技术等
科研项目：
1. 国家重点研发计划“中法图像处理与通信联合实验室”，2024.07-2027.06（主持）
2. 国家外国专家局高端外国专家引进计划项目 “图像处理与质量评价关键技术研究”，2023.1-2024.12（主持）
3. 国家自然科学基金项目“图像非盲去模糊的算法展开网络关键技术研究”，2025.1-2028.12（主持）
4. 国家自然科学基金项目 “恶劣光照条件下的人脸检测关键理论与算法研究”，2021.1-2024.12（主持）
5. 国家社科基金重大项目“数据赋能激励制造业企业创新驱动发展及其对策研究”，2020.5-2023.4（参与）
6. 广东省重点领域研发计划项目“跨域协同的可信数字政府大模型关键技术研究与应用”，2025.01-2027.12（参与）
7. 广州市科技计划项目-重点研发计划“面向智慧城市的感知与认知智能关键技术研究及应用”，市厅级，2024.01-2026.12（参与）
8. 广东省科技计划项目--国际科技合作“图像视频增强和认知关键技术研究及应用”，2020.01-2021.12（主持）
9. 智慧城市关键技术研究与应用，人工智能数字经济广东省实验室，2022.06.01-2023.05.31（主持）
代表性成果：
1. Y. Huang, X. Lu, Y. Quan, Y. Xu, and H. Ji. Image shadow removal via multi-scale deep Retinex decomposition. Pattern Recognition (JCR一区期刊), 2025.
2. Q. Tao, C. Liu, Y. Xia, Y. Xu, L. Li. Adaptive multi-graph contrastive learning for bundle recommendation. Neural Networks (JCR一区期刊), 2025.
3. Y. Huang, H.X. Luo, Y. Xu, X.B. Meng. A Temporally-aware Noise-informed Invertible Network for Progressive Video Denoising. Image and Vision Computing (JCR一区期刊), 2025.
4. Y. Huang, X.S. Liao, J.X. Liang, Y.H. Quan, B.X. Shi, and Y. Xu. Zero-Shot Low-Light Image Enhancement via Latent Diffusion Models. Proceedings of the AAAI Conference on Artificial Intelligence (CCF-A类学术会议), 2025.
5. W. Xue, C. Ding, R. Xu, S. Wu and Y. Xu. RetouchGPT: LLM-based Interactive High-Fidelity Face Retouching via Imperfection Prompting. Proceedings of the AAAI Conference on Artificial Intelligence (CCF-A类学术会议), 2025.
6. S.H. Pan, Y. Xu, R.T. Xu, Z.H. Zhou, S. Wu, Z.L. Yu. Self-Correcting Robot Manipulation via Gaussian-Splatted Foresight. Proceedings of the AAAI Conference on Artificial Intelligence (CCF-A类学术会议), 2025.
7. Z. Ouyang, W. Xue, T. Chen, Y. Huang, S. Wu, Y. Xu, P. Le Callet, D. Wu. InpaintFormer: Prompt-guided High-Quality Face Inpainting with Mask-Aware Self-Attention. Proceedings of IEEE International Conference on Multimedia & Expo (CCF-B类学术会议), 2025.
8. Y. Tang, Y. Xu, R. Xu, Y. Huang, S. Wu, P. Le Callet. Text to Trajectory: Enhancing and Evaluating LLMs for Embodied Task Planning. Proceedings of IEEE International Conference on Multimedia & Expo (CCF-B类学术会议), 2025.
9. S. Pan, Y. Xu, R. Xu, S. Wu, Z. Zhou, Z. Yu, P. Le Callet. Rethinking 3D Robotic Perception: Elastic Voxel Representation with Splatting Distillation. Proceedings of IEEE International Conference on Multimedia & Expo (CCF-B类学术会议), 2025.
10. Y. Wang, S. Wu, Y. Xu, Yan Huang, P. Le Callet. Adaptive Illumination Transfer Network for Shadow Removal. Proceedings of IEEE International Conference on Multimedia & Expo (CCF-B类学术会议), 2025.
11. J. Wang, Y. Huang, Y. Zhang, T. Chen, S. Wu, Y. Xu, P. Le Callet. SemanticLoom: Category-aware Dynamic Fusion for Multi-class Few-shot Image Synthesis. Proceedings of IEEE International Conference on Multimedia & Expo (CCF-B类学术会议), 2025.
12. Z. Dai, C. Ding, T. Chen, S. Wu, Y. Xu, R. Liang, T. Xu, Y. Li, D. Wu. IP-KGQA: Intent-Aware Prompt Learning for Knowledge Graph Question Answering. Proceedings of IEEE International Conference on Multimedia & Expo (CCF-B类学术会议), 2025.
13. L. Xia, M. Xie, Y. Xu, C. Huang. MixRec: Heterogeneous Graph Collaborative Filtering. In Proceedings of the Eighteenth ACM International Conference on Web Search and Data Mining (CCF-B类学术会议), 2025.
14. X. Li, C. Shi, Y. Xu, J. Huang. LogiGraph: Logical Reasoning with Contrastive Learning and Lightweight Graph Networks. Proceedings of International Conference on Computational Linguistics (CCF-B类学术会议), 2025.
2024年
15. Y. Huang, X.S. Liao, J.X. Liang, B.X. Shi, Y. Xu, LE Callet, Patrick. Detail-Preserving Diffusion Models for Low-Light Image Enhancement. IEEE Transactions on Circuits and Systems for Video Technology (JCR一区期刊), 2024.
16. R. Xu, Y. Xu, X. Yang, H. Huang, Z. Lei, Y. Quan. A Wavelet-Analysis-Model Inspired Deep Neural Network for Image Denoising. Applied Mathematical Modelling (JCR一区期刊), 2024.
17. Z. Chen, Y. Quan, R. Xu, L. Jin, Y. Xu. Enhancing Texture Representation with Deep Tracing Pattern Encoding. Pattern Recognition (JCR一区期刊), 2024.
18. Y. Xu, Z.Y. Wei, R.T. Xu, Z.H. Zhou, Z.L Yu. Spatial Adaptive Filter Network With Scale-Sharing Convolution for Image Demoiréing. IEEE Signal Processing Letters (JCR二区期刊), 2024.
19. Y. Xu, S.H. Pan, R.T. Xu, H.B. Ling. View-aligned pixel-level feature aggregation for 3D shape classification. Computer Vision and Image Understanding (JCR二区期刊), 2024.
20. 麻斯亮，许勇. 叠层模型驱动的书法文字识别方法研究. 自动化学报 (CCF-A类中文期刊), 2024.
21. 李想，麻斯亮，施晨，龚芷仪，黄俊，许勇. 融合对比学习与轻量化图网络在逻辑推理应用. 小型微型计算机系统 (CCF-B类中文期刊), 2024.
22. Y.H. Quan, X.H. Tan, Y. Huang, Y. Xu, H. Ji. Enhancing Underwater Images via Asymmetric Multi-Scale Invertible Networks. ACM Multimedia (CCF-A类学术会议), 2024.
23. W. Xue, L. Jiang, L. Xie, S. Wu, Y. Xu, and H. Wong. VRetouchEr: learning cross-frame feature interdependence with imperfection flow for face retouching in videos. IEEE Conference on Computer Vision and Pattern Recognition (CCF-A类学术会议), 2024.
24. F. Xu, R. Li, S. Wu, Y. Xu, and H. Wong. Text-conditional attribute alignment across latent spaces for 3D controllable face image synthesis. IEEE Conference on Computer Vision and Pattern Recognition (CCF-A类学术会议), 2024.
25. Z.H. Li, L.H. Xia, Y. Xu, C. Huang. FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction. International Conference on Machine Learning (CCF-A类学术会议), 2024.
26. Z.H. Li, L.H. Xia, J.B. Tang, Y. Xu, L. Shi, L. Xia, D.W. Yin and C. Huang. UrbanGPT: Spatio-Temporal Large Language Models. ACM SIGKDD Conference on Knowledge Discovery and Data Mining (CCF-A类学术会议), 2024.
27. L.H. Xia, Y.Z. Shao, C. Huang, Y. Xu, H.C. Xu, and J. Pei. Disentangled Graph Social Recommendation. IEEE International Conference on Data Engineering (CCF-A类学术会议), 2024.
28. S.W. Liu, Y. Xu, S.L. Ma. Hypergraph-Enhanced Self-Supervised Robust Graph Learning for Social Recommendation. IEEE International Conference on Acoustics, Speech and Signal Processing (CCF-B类学术会议), 29. X. Li, Z.Y. Li, C. Shi, Y. Xu, Q. Du, M.K. Tan, J. Huang. AlphaFin: Benchmarking Financial Analysis with Retrieval-Augmented Stock-Chain Framework. 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (CCF-B类学术会议), 2024.
2023年
30. Y. Quan, X. Tan, Y. Huang, Y. Xu, and H. Ji. Image desnowing via deep invertible separation. IEEE Transactions on Circuits and Systems for Video Technology (JCR一区期刊), 2023.
31. M. Chen, Y. Quan, Y. Xu, and H. Ji. Self-supervised blind image deconvolution via deep generative ensemble learning. IEEE Transactions on Circuits and Systems for Video Technology (JCR一区期刊), 2023.
32. L.H. Xia, C. Huang, Y. Xu, and J. Pei. Multi-Behavior Sequential Recommendation with Temporal Graph Transformer. IEEE Transactions on Knowledge and Data Engineering (JCR一区期刊), 2023.
33. 麻斯亮，许勇. 最小点距离的边界框回归损失函数及其应用. 小型微型计算机系统 (CCF-B类中文期刊), 2023.
34. J. Liang, Y. Yang, B. Li, P. Duan, Y. Xu, B. Shi. Coherent Event Guided Low-Light Video Enhancement. International Conference on Computer Vision (CCF-A类学术会议), 2023.
35. L.H. Xia, C. Huang, J. Shi, and Y. Xu. Graph-less Collaborative Filtering. International World Wide Web Conference (CCF-A类学术会议), 2023.
36. C.L. Li, L.H. Xia, X.B. Ren, Y.W. Ye, Y. Xu, C. Huang. Graph Transformer for Recommendation. ACM Special Interest Group on Information Retrieval (CCF-A类学术会议), 2023.
37. Z.H. Li, L.H. Xia, Y. Xu, and C. Huang. GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks. Advances in Neural Information Processing Systems (CCF-A类学术会议), 2023.
38. M.R. Chen, C. Huang, L.H. Xia, W. Wei, Y. Xu, and R.H. Luo. Heterogeneous Graph Contrastive Learning for Recommendation. International Conference on Web Search and Data Mining (CCF-B类学术会议), 2023.
2022年
39. L.H. Xia, C. Huang, Y. Xu, P. Dai, and L.F. Bo. Multi-Behavior Graph Neural Networks for Recommender System. IEEE Transactions on Neural Networks and Learning Systems (JCR一区期刊), 2022.
40. J.X. Liang, Y.H. Quan, Y. Xu, B.X. Shi, and H. Ji. Self-Supervised Low-Light Image Enhancement Using Discrepant Untrained Network Priors. IEEE Transactions on Circuits and Systems for Video Technology (JCR一区期刊), 2022.
41. Y. Xu, B.L. Liu, Y.H. Quan, and H. Ji. Unsupervised Deep Background Matting Using Deep Matte Prior. IEEE Transactions on Circuits and Systems for Video Technology (JCR一区期刊), 2022.
42. T.Y. Chen, S. Wu, X.H. Yang, Y. Xu, and H.S. Wong. Semantic Regularized Class- Conditional GANs for Semi-Supervised Fine-Grained Image Synthesis. IEEE Transactions on Multimedia (JCR一区期刊), 2022.
43. S.H. Lin, W.H. Wu, S. Wu, Y. Xu, and H.S Wong. Unreliable-to-Reliable Instance Translation for Semi-Supervised Pedestrian Detection. IEEE Transactions on Multimedia (JCR一区期刊), 2022.
44. Y.H. Quan, P.K. Lin, Y. Xu, Y.S. Nan, and H. Ji. Non-Blind Image Deblurring via Deep Learning in Complex Field. IEEE Transactions on Neural Networks and Learning Systems (JCR一区期刊), 2022.
45. J.X. Liang, J.W. Wang, Y.H. Quan, T.Y. Chen, J.Y. Liu, H.B. Ling, and Y. Xu. Recurrent Exposure Generation for Low-Light Face Detection. IEEE Transactions on Multimedia (JCR一区期刊), 2022.
46. L.Y. Liang, L.W. Jin, and Y. Xu. PDE Learning of Filtering and Propagation for Task-Aware Facial Intrinsic Image Analysis. IEEE Transactions on Cybernetics (JCR一区期刊), 2022.
47. Z.H. Zhou, Y. Xu, R.T. Xu, Y.H. Quan. No-Reference Image Quality Assessment Using Dynamic Complex-Valued Neural Model. ACM Multimedia (CCF-A类学术会议), 2022.
48. L.H. Xia, C. Huang, Y. Xu, J.S. Zhao, D.W. Yin, and J. Huang. Hypergraph Contrastive Collaborative Filtering. ACM Special Interest Group on Information Retrieval (CCF-A类学术会议), 2022.
49. T.Y. Chen, Y.F. Zhang, X.Y. Huo, S. Wu, Y. Xu, and H.S. Wong. SphericGAN: Semi-supervised Hyper-spherical Generative Adversarial Networks for Fine-grained Image Synthesis. IEEE Conference on Computer Vision and Pattern Recognition (CCF-A类学术会议), 2022.
50. X.H. Yang, Y.W. Wang, K. Chen, Yong Xu, and Y.H. Tian. Fine-Grained Object Classification via Self-Supervised Pose Alignment. IEEE Conference on Computer Vision and Pattern Recognition (CCF-A类学术会议), 2022.
51. Z.H. Li, C. Huang, H. L. Xia, Y. Xu, and J. Pei. Spatial-Temporal Hypergraph Self-Supervised Learning for Crime Prediction. IEEE International Conference on Data Engineering (CCF-A类学术会议), 2022.
52. Z.H. Zhou, Y. Xu, Y.H. Quan, R.T. Xu. Deep Blind Image Quality Assessment Using Dual-Order Statistics. Proceedings of IEEE International Conference on Multimedia & Expo (CCF-B类学术会议), 2022.
53. W. Wei, C. Huang, L.H. Xia, Y. Xu, J.S. Zhao, D.W. Yin. Contrastive Meta Learning with Behavior Multiplicity for Recommendation. International Conference on Web Search and Data Mining (CCF-B类学术会议), 2022.
54. Y. Huang, Z.H. Zhou, X.Y. Sai, Y. Xu, and Y.X. Zou. Hierarchical Hashing-based Multi-source Image Retrieval Method for Image Denoising. Applied Soft Computing (ASOC, JCR一区期刊), 2021.
55. Y. Xu, H.Y. Zou, Y. Huang, L.W. Jin, and H.B. Ling. Super-resolving Blurry Face Images with Identity Preservation. Pattern Recognition Letters (PRL, JCR二区期刊), 2021.
56. Y. Xu, C.D. Zheng, R.T. Xu, Y. H. Quan, and H.B. Ling. Multi-View 3D Shape Recognition via Correspondence-Aware Deep Learning. IEEE Transactions on Image Processing (JCR一区期刊), 2021.
57. R.T. Xu, Y. Xu and Y.H. Quan. Factorized Tensor Dictionary Learning for Visual Tensor Data Completion. IEEE Transactions on Multimedia (JCR一区期刊), 2021.
58. Y. Xu, Y. Zhu, Y.H. Quan, and H. Ji. Attentive Deep Network for Blind Motion Deblurring on Dynamic Scenes. Computer Vision and Image Understanding (CVIU, JCR二区期刊), 2021.
59. Y.H. Quan, Y.X. Chen, Y.Z. Shao, H. Teng, Y. Xu, and H. Ji. Image Denoising Using Complex-Valued Deep CNN. Pattern Recognition (JCR一区期刊), 2021.
60. H. Fan, H.X. Bai, L.T. Lin, F. Yang, P. Chu, G. Deng, S.J. Yu, Harshit, M.Z. Huang, J.H. Liu, Yong Xu, C.Y. Liao, L. Yuan, and H.B. Ling. LaSOT: A High-quality Large-scale Single Object Tracking Benchmark. International Journal of Computer Vision (JCR一区期刊), 2021.
61. R.T. Xu, Y. Xu and Y.H. Quan. Structure-Texture Image Decomposition Using Discriminative Patch Recurrence. IEEE Transactions on Image Processing (JCR一区期刊), 2021.
62. Y. Xu, F. Li, Z.L Chen, J.X. Liang, Y.H. Quan. Encoding Spatial Distribution of Convolutional Features for Texture Representation. Advances in Neural Information Processing Systems (CCF-A类学术会议), 2021.
63. G.Y. Li, Y. Liu, X.W. Wei, Y. Zhang, S. Wu, Y. Xu, H.S. Wong. Discovering Density-Preserving Latent Space Walks in GANs for Semantic Image Transformations. ACM Multimedia (CCF-A类学术会议), 2021.
64. T.Y. Chen, Y. Liu, Y.F. Zhang, S. Wu, Y. Xu, L.B. Feng, and H.S. Wong. Semi-Supervised Single-Stage Controllable GANs for Conditional Fine-Grained Image Generation. International Conference on Computer Vision (CCF-A类学术会议), 2021.
65. X.W. Liao, Y. Xu, and H.B. Ling. Hypergraph Neural Networks for Hypergraph Matching. International Conference on Computer Vision (CCF-A类学术会议), 2021.
66. L.H. Xia, C. Huang, Y. Xu, P. Dai, L.F. Bo, X.Y. Zhang, and T.Y. Chen. Spatial-Temporal Sequential Hypergraph Network for Crime Prediction with Dynamic Multiplex Relation Learning. International Joint Conference on Artificial Intelligence (CCF-A类学术会议), 2021.
67. L.H. Xia, Y. Xu, C. Huang, P. Dai, and L.F. Bo. Graph Meta Network for Multi-Behavior Recommendation. ACM Special Interest Group on Information Retrieval (CCF-A类学术会议), 2021.
68. Z.L. Chen, F. Li, Y.H. Quan, Y. Xu, and H. Ji. Deep Texture Recognition via Exploiting Cross-Layer Statistical Self-Similarity. IEEE Conference on Computer Vision and Pattern Recognition (CCF-A类学术会议), 2021.
69. L.H. Xia, C. Huang, Y. Xu, P. Dai, X.Y. Zhang, H.S. Yang, J. Pei, and L.F. Bo. Knowledge-Enhanced Hierarchical Graph Transformer Network for Multi-Behavior Recommendation. Proceedings of the AAAI Conference on Artificial Intelligence (CCF-A类学术会议), 2021.
70. C. Huang, H.C. Xu, Y. Xu, P. Dai, L.H. Xia, M.Y. Lu, L.F. Bo, H. Xing, X.P. Lai, and Y.F. Ye. Knowledge-aware Coupled Graph Neural Network for Social Recommendation. Proceedings of the AAAI Conference on Artificial Intelligence (CCF-A类学术会议), 2021.
71. C. Huang, J.H. Chen, L.H. Xia, Y. Xu, P. Dai, Y.Q. Chen, L.F. Bo, J.S. Zhao, and J. Huang. Graph-Enhanced Multi-Task Learning of Multi-Level Transition Dynamics for Session-based Recommendation. Proceedings of the AAAI Conference on Artificial Intelligence (CCF-A类学术会议), 2021.
72. X.Y. Zhang, C. Huang, Y. Xu, L.H. Xia, P. Dai, L.F. Bo, J.B. Zhang, and Y. Zheng. Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network. Proceedings of the AAAI Conference on Artificial Intelligence (CCF-A类学术会议), 2021.
73. L.H. Xia, C. Huang, Y. Xu, H.C. Xu, X. Li, and W.G. Zhang. Collaborative Reflection-Augmented Autoencoder Network for Recommender Systems. ACM Transactions on Information Systems (JCR二区期刊), 2021.
74. X.L. Long, C. Huang, Y. Xu, H.C. Xu, P. Dai, L.H. Xia and L.F. Bo. Social Recommendation with Self-Supervised Metagraph Informax Network. ACM International Conference on Information and Knowledge Management (CCF-B类学术会议), 2021.
75. C. Wang, Y. Huang, Y.X. Zou, Y. Xu. FWB-NET: Front White Balance Network for Color Shift Correction in Single Image Dehazing via Atmospheric Light Estimation. IEEE International Conference on Acoustics, Speech and Signal Processing (CCF-B类学术会议), 2021.
76. B.X. Yu, Y. Xu, Y. Huang, S. Yang, and J.Y. Liu. Mask-guided GAN for Robust Text Editing in the Scene. Neurocomputing (JCR一区期刊), 2021.
77. L.H. Xia, C. Huang, Y. Xu, P. Dai, M.Y. Lu, and L.F. Bo. Multi-Behavior Enhanced Recommendation with Cross-Interaction Collaborative Relation Modeling. IEEE International Conference on Data Engineering (CCF-A类学术会议), 2021.
获奖荣誉：
1. 全国 “高校计算机专业优秀教师奖励计划”，2023.12
2. 第七届中国国际 “互联网 +” 大学生创新创业大赛产业命题赛道金奖（城联智图 —— 开创交通场景图像合成新时代，第一指导老师），2021.10
3. 第六届中国国际 “互联网 +” 大学生创新创业大赛国际赛道金奖（Crenext AI + STEAM Learning System，第一指导老师），2020.11
4. “广东特支计划” 教学名师，2019 年致公党广东省委员会 2019
5. 2019 年度广东省科技进步二等奖（基于虚拟机器人的政务服务平台及应用），广东省科技厅，2020.02
