李锡荣 (LI, Xirong)

中国人民大学信息学院教授、博导，主要研究方向为多模态人工智能、多媒体内容理解与检索、计算机视觉、AI辅助诊断等。 清华大学计算机科学与技术专业本科（2005）、硕士（2007），荷兰阿姆斯特丹大学计算机博士（2012）。 在相关领域主要学术刊物发表论文百余篇，谷歌学术引用9000多次，连续三年入选爱思唯尔“中国高被引学者”榜单（2023至2025）。 研究成果多次获奖，包括国际图像与视频检索会议（CIVR 2010）最佳论文奖、 IEEE多媒体汇刊（TMM）2012年度最佳论文奖、ACM SIGMM 2013年度杰出博士论文奖、 国际多媒体会议（ACMMM 2016）Grand Challenge Award、中国多媒体大会（ChinaMM 2017）优秀论文奖、CCF科技成果奖（2022、2024）、 2024年度中国电子学会硕士学位论文激励计划指导教师等。 曾任国际多媒体建模会议（MMM 2021）Program Co-Chair、IET Computer Vision编委。 现任ACM TOMM、Multimedia Systems等编委、国际多媒体检索会议（ICMR 2026）Program Co-Chair。

工作经历

教育经历

学术报告／讲座

科研项目

  1. 国家自然科学基金（面上项目）：广域视觉表征学习与眼底病智能诊断应用, 2026.01-2029.12 (No. 62576348)
  2. 北京市自然科学基金 (重点项目)：基于高通量大模型的OCT智能辅助诊断关键技术研究, 2025.07-2028.06 (No. L254039)
  3. 国家自然科学基金（面上项目）：零样例短视频检索关键技术研究, 2022.01-2025.12 (No. 62172420)
  4. 北京市自然科学基金 (面上项目)：面向常见眼底病识别的多模态可解释深度学习研究，2020.01-2022.12 (No. 4202033)
  5. 中国人民大学决策咨询及预研委托项目：多媒体内容的中文语言自动描述，2018.01-2020.12 (No. 18XNLG19)
  6. 国家自然科学基金（面上项目）：面向中文的看图造句若干关键问题研究, 2017.01-2020.12 (No. 61672523)
  7. 上海市智能信息处理重点实验室开放基金：基于相关样本的图像标签相关性计算研究，2014.01-2015.12 (No. IIPL-2013-002)
  8. 国家自然科学基金（青年基金项目）: 基于网上弱标注数据的个性化图像标注研究，2014.01-2016.12 (No. 61303184)
  9. 教育部高等学校博士点专项科研基金(新教师类): 基于分类的社会化标签与图像相关度估计方法研究，2014.01-2016.12 (No. 20130004120006)
  10. 教育部留学回国人员科研启动基金项目: 社会网上图像检索若干关键问题研究，2014.01-2015.12
  11. 中国人民大学新教师启动金项目: 基于社会化媒体的图像检索新方法研究, 2013.01-2015.12 (No. 13XNLF05)

讲授课程

论文发表 Publications

  1. Qijie Wei, Hailan Lin, Xirong Li. EI: Early Intervention for Multimodal Imaging based Disease Recognition. CVPR (Findings) 2026
  2. Ruixiang Zhao, Zhihao Xu, Bangxiang Lan, Zijie Xin, Jingyu Liu, Xirong Li. SAVE: Speech-Aware Video Representation Learning for Video-Text Retrieval. CVPR 2026
  3. Hongyang Li, Junyi Tao, Qijie Wei, Ningzhi Yang, Meng Wang, Weihong Yu, Xirong Li. Cross-modal Fundus Image Registration under Large FoV Disparity. MMM 2026
  4. Hailan Lin, Qijie Wei, Kaibin Tian, Ruixiang Zhao, Xirong Li. Co-Teaching for Unsupervised Domain Expansion. MMM 2026
  5. Fan Hu, Gaofeng Lu, Jun Chen, Chaonan Guo, Yuekui Yang, Xirong Li. AEFS: Adaptive Early Feature Selection for Deep Recommender Systems. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2025
  6. Fan Hu, Zijie Xin, Xirong Li. Learning Partially-Decorrelated Common Spaces for Ad-hoc Video Search. ACMMM 2025
  7. Zijie Xin, Minquan Wang, Jingyu Liu, Quan Chen, Ye Ma, Peng Jiang, Xirong Li. Music Grounding by Short Video. ICCV 2025
  8. Bangxiang Lan, Ruobing Xie, Ruixiang Zhao, Xingwu Sun, Zhanhui Kang, Gang Yang, Xirong Li. Hybrid-Tower: Fine-grained Pseudo-query Interaction and Generation for Text-to-Video Retrieval. ICCV 2025
  9. Jingyu Liu, Zijie Xin, Yuhan Fu, Ruixiang Zhao, Bangxiang Lan, Xirong Li. Multi-Object Sketch Animation by Scene Decomposition and Motion Planning. ICCV 2025
  10. Ruixiang Zhao, Jian Jia, Yan Li, Xuehan Bai, Quan Chen, Han Li, Peng Jiang, Xirong Li. ASR-enhanced Multimodal Representation Learning for Cross-Domain Product Retrieval. IEEE Transactions on Multimedia (TMM), 2025
  11. Yuhan Fu, Ruobing Xie, Xingwu Sun, Zhanhui Kang, Xirong Li. Mitigating Hallucination in Multimodal Large Language Model via Hallucination-targeted Direct Preference Optimization. Findings of ACL 2025
  12. Qijie Wei, Kaiheng Qian, Xirong Li. FunBench: Benchmarking Fundus Reading Skills of MLLMs. MICCAI 2025 (early accept)
  13. Jiazhen Liu, Yuhan Fu, Ruobing Xie, Runquan Xie, Xingwu Sun, Fengzong Lian, Zhanhui Kang, Xirong Li. PhD: A ChatGPT-Prompted Visual hallucination Evaluation Dataset. CVPR 2025 (Highlight)
  14. Qijie Wei, Weihong Yu, Xirong Li. Convolutional Prompting for Broad-Domain Retinal Vessel Segmentation. ICASSP 2025
  15. Jingyu Liu, Minquan Wang, Ye Ma, Bo Wang, Aozhu Chen, Quan Chen, Peng Jiang, Xirong Li. D&M: Enriching E-commerce Videos with Sound Effects by Key Moment Detection and SFX Matching. AAAI 2025
  16. Aozhu Chen, Hazel Doughty, Xirong Li, Cees Snoek. Beyond Coarse-Grained Matching in Video-Text Retrieval. ACCV 2024
  17. Kaibin Tian, Ruixiang Zhao, Zijie Xin, Bangxiang Lan, Xirong Li. Holistic Features are almost Sufficient for Text-to-Video Retrieval. CVPR 2024
  18. Fan Hu, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Xirong Li. Tackling Long Code Search with Splitting, Encoding, and Aggregating. LREC-COLING 2024
  19. Aozhu Chen, Fangming Zhou, Ziyuan Wang, Xirong Li. CLIPRerank: An Extremely Simple Method for Improving Ad-hoc Video Search. ICASSP 2024
  20. Bing Li, Huan Chen, Weihong Yu, Ming Zhang, Fang Lu, Jingxue Ma, Yuhua Hao, Xiaorong Li, Bojie Hu, Lijun Shen, Jianbo Mao, Xixi He, Hao Wang, Dayong Ding, Xirong Li, Youxin Chen. The performance of a deep learning system in assisting junior ophthalmologists in diagnosing 13 major fundus diseases: A prospective multi-center clinical trial. npj Digital Medicine, 2024
  21. Qijie Wei, Jingyuan Yang, Bo Wang, Jinrui Wang, Jianchun Zhao, Xinyu Zhao, Sheng Yang, Niranchana Manivannan, Youxin Chen, Dayong Ding, Jing Zhou, Xirong Li. Supervised Domain Adaptation for Recognizing Retinal Diseases from Wide-Field Fundus Images. BIBM 2023
  22. Aozhu Chen, Ziyuan Wang, Chengbo Dong, Kaibin Tian, Ruixiang Zhao, Xun Liang, Zhanhui Kang, Xirong Li. ChinaOpen: A Dataset for Open-world Multimodal Learning. ACMMM 2023
  23. Jiazhen Liu, Xirong Li. Geometrized Transformer for Self-Supervised Homography Estimation. ICCV 2023
  24. Zhihao Sun, Haoran Jiang, Danding Wang, Xirong Li, Juan Cao. SAFL-Net: Semantic-Agnostic Feature Learning Network with Auxiliary Plugins for Image Manipulation Detection. ICCV 2023
  25. Fan Hu, Aozhu Chen, Xirong Li. Towards Making a Trojan-horse Attack on Text-to-Image Retrieval. ICASSP 2023
  26. Jiazhen Liu, Xirong Li, Qijie Wei, Jie Xu and Dayong Ding. Semi-Supervised Keypoint Detector and Descriptor for Retinal Image Matching. ECCV 2022
  27. Fan Hu, Aozhu Chen, Ziyue Wang, Fangming Zhou, Jianfeng Dong and Xirong Li. Lightweight Attentional Feature Fusion: A New Baseline for Text-to-Video Retrieval. ECCV 2022
  28. Ziyue Wang, Aozhu Chen, Fan Hu and Xirong Li. Learn to Understand Negation in Video Retrieval. ACMMM 2022
  29. Jianfeng Dong, Xiaoke Chen, Minsong Zhang, Xun Yang, Shujie Chen, Xirong Li, Xun Wang. Partially Relevant Video Retrieval, ACMMM 2022
  30. Chengbo Dong, Xinru Chen, Ruohan Hu, Juan Cao, Xirong Li. MVSS-Net: Multi-View Multi-Scale Supervised Networks for Image Manipulation Detection. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 (ESI高被引论文)
  31. Yue Wu, Yang Zhou, Jianchun Zhao, Jingyuan Yang, Weihong Yu, Youxin Chen, Xirong Li. Lesion Localization in OCT by Semi-Supervised Object Detection Inproceedings. ICMR 2022
  32. Rui Qian, Xin Lai, Xirong Li. 3D Object Detection for Autonomous Driving: A Survey. Pattern Recognition, 2022 (code) (ESI高被引论文)
  33. Weisen Wang, Xirong Li, Zhiyan Xu, Weihong Yu, Jianchun Zhao, Dayong Ding, Youxin Chen. Learning Two-Stream CNN for Multi-Modal Age-related Macular Degeneration Categorization. IEEE Journal of Biomedical and Health Informatics (J-BHI), 2022 (code)
  34. Jianfeng Dong, Yabing Wang, Xianke Chen, Xiaoye Qu, Xirong Li, Yuan He, Xun Wang. Reading-strategy Inspired Visual Representation Learning for Text-to-Video Retrieval. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2022
  35. Rui Qian, Xin Lai, Xirong Li. BADet: Boundary-Aware 3D Object Detection from Point Clouds, Pattern Recognition, 2022
  36. Tianyun Yang, Ziyao Huang, Juan Cao, Lei Li, Xirong Li. Deepfake Network Architecture Attribution. AAAI 2022 (code)
  37. Guang Yang, Juan Cao, Qiang Sheng, Peng Qi, Xirong Li, Jintao Li. DRAG: Dynamic Region-Aware GCN for Privacy-Leaking Image Detection. AAAI 2022
  38. 李锡荣. 多模态深度学习及其在眼科人工智能的应用展望, 协和医学杂志, volume 12, number 5, September 2021
  39. Xirong Li, Yang Zhou, Jie Wang, Hailan Lin, Jianchun Zhao, Dayong Ding, Weihong Yu, Youxin Chen. Multi-Modal Multi-Instance Learning for Retinal Disease Recognition. ACMMM 2021
  40. Peng Qi, Juan Cao, Xirong Li, Huan Liu, Qiang Sheng, Xiaoyue Mi, Qin He, Yongbiao Lv, Chenyang Guo, Yingchao Yu. Improving Fake News Detection by Using an Entity-enhanced Framework to Fuse Diverse Multimodal Clues. ACMMM 2021
  41. Chengbo Dong, Xinru Chen, Aozhu Chen, Fan Hu, Zihan Wang, Xirong Li. Multi-Level Visual Representation with Semantic-Reinforced Learning for Video Captioning. ACMMM 2021 (grand challenge paper)
  42. Xinru Chen, Chengbo Dong, Jiaqi Ji, Juan Cao, Xirong Li. Image Manipulation Detection by Multi-View Multi-Scale Supervision. ICCV 2021 (code)
  43. Aozhu Chen, Fan Hu, Zihan Wang, Fangming Zhou, Xirong Li. What Matters for Ad-hoc Video Search? A Large-scale Evaluation on TRECVID. ViRaL@ICCV 2021
  44. Qiang Sheng, Juan Cao, Xueyao Zhang, Xirong Li, Lei Zhong. Article Reranking by Memory-enhanced Key Sentence Matching for Detecting Previously Fact-checked Claims. ACL 2021
  45. Jianfeng Dong, Xirong Li, Chaoxi Xu, Xun Yang, Gang Yang, Xun Wang, Meng Wang. Dual Encoding for Video Retrieval by Text. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 (code)
  46. Jie Wang, Kaibin Tian, Dayong Ding, Gang Yang, Xirong Li. Unsupervised Domain Expansion for Visual Categorization. ACM Transactions on Multimedia Computing Communications and Applications (TOMM), 2021 (code)
  47. Gang Yang, Xirong Li. Classifier Belief Optimization for Visual Categorization. MMM, 2021
  48. Xueyao Zhang, Juan Cao, Xirong Li, Qiang Sheng, Lei Zhong, Kai Shu. Mining Dual Emotion for Fake News Detection. WWW 2021 (code)
  49. Xirong Li, Fangming Zhou, Chaoxi Xu, Jiaqi Ji, Gang Yang. SEA: Sentence Encoder Assembly for Video Retrieval by Textual Queries. IEEE Transactions on Multimedia (TMM), 2021 (code)
  50. Jianfeng Dong, Xun Wang, Leimin Zhang, Chaoxi Xu, Gang Yang, Xirong Li. Feature Re-Learning with Data Augmentation for Video Relevance Prediction. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2021 (code)
  51. Bing Li, Huan Chen, Bilei Zhang, Mingzhen Yuan, Xuemin Jin, Bo Lei, Jie Xu, Wei Gu, David Wong, Xixi He, Hao Wang, Dayong Ding, Xirong Li, Weihong Yu, Youxin Chen. Development and evaluation of a deep learning model for the detection of multiple fundus diseases based on color fundus photography. British Journal of Ophthalmology (BJO), 2021
  52. Yuelin Wang, Miao Yu, Bojie Hu, Xuemin Jin, Yibin Li, Xiao Zhang, Yongpeng Zhang, Di Gong, Chan Wu, Bilei Zhang, Jingyuan Yang, Bing Li, Mingzhen Yuan, Bin Mo, Qijie Wei, Jianchun Zhao, Dayong Ding, Jingyun Yang, Xirong Li, Weihong Yu, Youxin Chen. Deep learning‐based detection and stage grading for optimising diagnosis of diabetic retinopathy. Diabetes/Metabolism Research and Reviews (DMRR), 2021
  53. Zhiyan Xu, Weisen Wang, Jingyuan Yang, Jianchun Zhao, Dayong Ding, Feng He, Di Chen, Zhikun Yang, Xirong Li, Weihong Yu, Youxin Chen. Automated diagnoses of age-related macular degeneration and polypoidal choroidal vasculopathy using bi-modal deep convolutional neural networks. British Journal of Ophthalmology (BJO), 2021
  54. Chenxi Zhang, Feng He, Bing Li, Hao Wang, Xixi He, Xirong Li, Weihong Yu, Youxin Chen. Development of a Deep-learning System for Detection of Lattice Degeneration, Retinal Breaks, and Retinal Detachment in Tessellated Eyes Using Ultra-wide-field Fundus Images: a Pilot Study. Graefe's Archive for Clinical and Experimental Ophthalmology, 2021
  55. Xiao Zhang, Fan Li, Donghong Li, Qijie Wei, Xiaoxu Han, Lilei Zhang, Huan Chen, Yongpeng Zhang, Bin Mo, Bojie Hu, Dayong Ding, Xirong Li, Weihong Yu, Youxin Chen. Automated Detection of Severe Diabetic Retinopathy Using Deep Learning Method. Graefe's Archive for Clinical and Experimental Ophthalmology, 2021
  56. Bin Liang, Hongcheng Li, Miaoqiang Su, Xirong Li, Wenchang Shi, Xiaofeng Wang. Detecting Adversarial Image Examples in Deep Neural Networks with Adaptive Noise Reduction. IEEE Transactions on Dependable and Secure Computing (TDSC), 18(1):72-85, 2021
  57. Xirong Li, Wencui Wan, Yang Zhou, Jianchun Zhao, Qijie Wei, Junbo Rong, Pengyi Zhou, Limin Xu, Lijuan Lang, Yuying Liu, Chengzhi Niu, Dayong Ding, Xuemin Jin. Deep Multiple Instance Learning with Spatial Attention for ROP Case Classification, Instance Selection and Abnormality Localization. ICPR, 2020
  58. Qijie Wei, Xirong Li, Weihong Yu, Xiao Zhang, Yongpeng Zhang, Bojie Hu, Bin Mo, Di Gong, Ning Chen, Dayong Ding, Youxin Chen. Learn to Segment Retinal Lesions and Beyond. ICPR 2020
  59. Yunzhe Sun, Gang Yang, Dayong Ding, Gangwei Cheng, Jieping Xu, Xirong Li. A GAN-based Domain Adaptation Method for Glaucoma Diagnosis. IJCNN 2020
  60. Fei Ding, Gang Yang, Jun Wu, Dayong Ding, Jie Xv, Gangwei Cheng, Xirong Li. High-Order Attention Networks for Medical Image Segmentation. MICCAI 2020 (early accept)
  61. Jakub Lokoč, Tomáš Souček, Patrik Veselý, František Mejzlík, Jiaqi Ji, Chaoxi Xu, Xirong Li. A W2VV++ Case Study with Automated and interactive Text-to-Video Retrieval. ACMMM 2020
  62. Aozhu Chen, Xinyi Huang, Hailan Lin, Xirong Li. Towards Annotation-Free Evaluation of Cross-Lingual Image Captioning. MMAsia 2020
  63. Zhengxiong Jia, Xirong Li. iCap: Interactive Image Captioning with Predictive Text. ICMR 2020
  64. Yutong Liu, Jingyuan Yang, Yang Zhou, Weisen Wang, Jianchun Zhao, Weihong Yu, Dingding Zhang, Dayong Ding, Xirong Li, Youxin Chen. Prediction of OCT Images of Short-term Response to Anti-VEGF Treatment for Neovascular Age-related Macular Degeneration using Generative Adversarial Network. British Journal of Ophthalmology (BJO), 2020
  65. Xirong Li, Chaoxi Xu, Gang Yang, Zhineng Chen, Jianfeng Dong. W2VV++: Fully Deep Learning for Ad-hoc Video Search. ACMMM 2019 (code)
  66. Xirong Li. Deep Learning for Video Retrieval by Natural Language. FATMM@ACMMM 2019 (keynote)
  67. Xun Wang, Yali Du, Leimin Zhang, Xirong Li, Miao Zhang, Jianfeng Dong. Exploring Content-based Video Relevance for Video Click-Through Rate Prediction. ACMMM 2019 (grand challenge paper)
  68. Chaoxi Xu, Xiangjia Zhu, Wenwen He, Yi Lu, Xixi He, Zongjiang Shang, Jun Wu, Keke Zhang, Yinglei Zhang, Xianfang Rong, Zhennan Zhao, Lei Cai, Dayong Ding, Xirong Li. Fully Deep Learning for Slit-lamp Photo based Nuclear Cataract Grading. MICCAI 2019 (early accept)
  69. Weisen Wang, Zhiyan Xu, Weihong Yu, Jianchun Zhao, Jingyuan Yang, Feng He, Zhikun Yang, Di Chen, Dayong Ding, Youxin Chen, Xirong Li. Two-Stream CNN with Loose Pair Training for Multi-modal AMD Categorization. MICCAI 2019 (early accept)  
  70. Zhuoya Yang, Xirong Li, Xixi He, Dayong Ding, Yanting Wang, Fangfang Dai, Xuemin Jin. Joint Localization of Optic Disc and Fovea in Ultra-Widefield Fundus Images. MLMI@MICCAI 2019
  71. Jun Wu, Jiapei Wang, Jie Xu, Yiting Wang, Kaiwei Wang, Zongjiang Shang, Dayong Ding, Xirong Li, Gang Yang, Xuemin Jin, Yanting Wang, Fangfang Dai, Jianping Fan. Fovea Localization in Fundus Photographs by Faster R-CNN with Physiological Prior. OMIA@MICCAI 2019
  72. Jun Wu, Xianfang Rong, Zhennan Zhao, Lei Cai, Dayong Ding, Xirong Li, Zongjiang Shang, Kaiwei Wang, Xixi He, Xiangjia Zhu, Wenwen He, Yi Lu, Keke Zhang, Yinglei Zhang. A Coarse-to-fine Cascading Model for Cataract Nuclear Segmentation in Slit-lamp Photographs. VCIP 2019
  73. Jun Wu, Kaiwei Wang, Zongjiang Shang, Jie Xu, Dayong Ding, Xirong Li, Gang Yang. Oval Shape Constraint based Optic Disc and Cup Segmentation in Fundus Photographs. BMVC 2019
  74. Jianfeng Dong, Xirong Li, Chaoxi Xu, Shouling Ji, Yuan He, Gang Yang, Xun Wang. Dual Encoding for Zero-Example Video Retrieval. CVPR 2019 (code)
  75. Xirong Li, Chaoxi Xu, Xiaoxu Wang, Weiyu Lan, Zhengxiong Jia, Gang Yang, Jieping Xu. COCO-CN for Cross-Lingual Image Tagging, Captioning and Retrieval. IEEE Transactions on Multimedia (TMM), 2019 (code)
  76. 蓝玮毓, 王晓旭, 杨刚, 李锡荣. 标签增强的中文看图造句, 计算机学报, 2019 (中国多媒体大会优秀论文奖)
  77. Xin Lai, Xirong Li, Rui Qian, Dayong Ding, Jun Wu, Jieping Xu. Four Models for Automatic Recognition of Left and Right Eye in Fundus Images. MMM 2019
  78. Qijie Wei, Xirong Li, Hao Wang, Dayong Ding, Weihong Yu, Youxin Chen. Laser Scar Detection in Fundus Images using Convolutional Neural Networks. ACCV 2018
  79. Gang Yang, Jinlu Liu, Jieping Xu, Xirong Li. Dissimilarity Representation Learning for Generalized Zero-Shot Recognition, ACMMM 2018
  80. Jianfeng Dong, Xirong Li, Chaoxi Xu, Gang Yang, Xun Wang. Feature Re-Learning with Data Augmentation for Content-based Video Recommendation, ACMMM 2018 (grand challenge paper)
  81. Bin Liang, Hongcheng Li, Miaoqiang Su, Pan Bian, Xirong Li, Wenchang Shi. Deep Text Classification Can be Fooled. IJCAI 2018
  82. Jinlu Liu, Xirong Li, Gang Yang. Cross-Class Sample Synthesis for Zero-shot Learning. BMVC 2018
  83. Gang Yang, Jinlu Liu, Xirong Li. Imagination Based Sample Construction for Zero-Shot Learning. SIGIR 2018 (short paper)
  84. Jianfeng Dong, Xirong Li, Cees G. M. Snoek. Predicting Visual Features from Text for Image and Video Caption Retrieval. IEEE Transactions on Multimedia (TMM), 2018 (code)
  85. Jianfeng Dong, Xirong Li, Duanqing Xu. Cross-Media Similarity Evaluation for Web Image Retrieval in the Wild. IEEE Transactions on Multimedia (TMM), 2018 (code)
  86. Weiyu Lan, Xirong Li, Jianfeng Dong. Fluency-Guided Cross-Lingual Image Captioning. ACMMM 2017 (code)
  87. Qijie Wei, Xiaoxu Wang, Xirong Li. Harvesting Deep Models for Cross-Lingual Image Annotation. CBMI 2017
  88. Xirong Li. Tag Relevance Fusion for Social Image Retrieval. Multimedia Systems, 23 (1):29–40, 2017
  89. Jianfeng Dong, Xirong Li, Weiyu Lan, Yujia Huo, Cees G. M. Snoek. Early Embedding and Late Reranking for Video Captioning. ACMMM 2016 (Grand Challenge Award)
  90. Xirong Li, Yujia Huo, Qin Jin, Jieping Xu. Detecting Violence in Video using Subclasses. ACMMM 2016 (short paper)
  91. Xirong Li, Qin Jin. Improving Image Captioning by Concept-based Sentence Reranking. PCM 2016 (Best Paper Runner-Up)
  92. Masoud Mazloom, Xirong Li, Cees G. M. Snoek. TagBook: A Semantic Video Representation Without Supervision for Event Detection. IEEE Transactions on Multimedia (TMM), 18 (7):1378-1388, 2016
  93. Xirong Li, Weiyu Lan, Jianfeng Dong, Hailong Liu. Adding Chinese Captions to Images. ICMR 2016 (short paper)
  94. Xirong Li, Tiberio Uricchio, Lamberto Ballan, Marco Bertini, Cees G. M. Snoek, Alberto Del Bimbo. Socializing the Semantic Gap: A Comparative Survey on Image Tag Assignment, Refinement, and Retrieval. ACM Computing Surveys (CSUR), 49 (1), pp. 14:1-14:39, 2016 (code)
  95. Jianfeng Dong, Xirong Li, Shuai Liao, Jieping Xu, Duanqing Xu, Xiaoyong Du. Image Retrieval by Cross-Media Relevance Fusion. ACMMM 2015 (grand challenge paper)
  96. Qin Jin, Junwei Liang, Xixi He, Gang Yang, Jieping Xu, Xirong Li. Semantic Concept Annotation For User Generated Videos Using Soundtracks. ICMR 2015 (short paper)
  97. Gang Yang, Jieping Xu, Xirong Li. Music Positioning and Annotation For Television Videos. ICMR 2015 (short paper)
  98. Xirong Li, Shuai Liao, Weiyu Lan, Xiaoyong Du, Gang Yang. Zero-shot Image Tagging by Hierarchical Semantic Embedding. SIGIR 2015 (short paper, code)
  99. Shuai Liao, Xirong Li, Heng Tao Shen, Yang Yang, Xiaoyong Du. Tag Features for Geo-Aware Image Classification. IEEE Transactions on Multimedia (TMM), 17 (7), pp. 1058-1067, 2015
  100. Svetlana Kordumova, Xirong Li, Cees G.M. Snoek. Best Practices for Learning Video Concept Detectors from Social Media Examples. Multimedia Tools and Applications (MTAP), 74(4):1291–1315, 2015
  101. Junwei Liang, Qin Jin, Xixi He, Gang Yang, Jieping Xu, Xirong Li. Detecting semantic concepts in consumer videos using audio. ICASSP 2015
  102. Shuai Liao, Xirong Li, Xiaoxu Wang, Xiaoyong Du. Building geo-aware tag features for image classification. ICME 2014
  103. Jieping Xu, Xirong Li, Yun Hao, Gang Yang. Source Separation Improves Music Emotion Recognition. ICMR 2014 (short paper)
  104. Masoud Mazloom, Xirong Li, Cees G. M. Snoek. Few-Example Video Event Retrieval using Tag Propagation. ICMR 2014 (short paper)
  105. Xixi He, Xirong Li, Gang Yang, Jieping Xu, Qin Jin. Adaptive Tag Selection for Image Annotation. PCM 2014
  106. Junwei Liang, Qin Jin, Xixi He, Gang Yang, Jieping Xu, Xirong Li. Semantic Concept Annotation of Consumer Videos at Frame-Level Using Audio. PCM 2014
  107. Gang Yang, Xirong Li, Jieping Xu, Qin Jin, Hui Sun. A guided Hopfield evolutionary algorithm with local search for maximum clique problem. SMC 2014
  108. Gang Yang, Xirong Li, Jieping Xu, Qin Jin. Structure Perturbation Optimization for Hopfield-Type Neural Networks. ICANN 2014
  109. Xirong Li, Cees G. M. Snoek, Marcel Worring, Dennis C. Koelma, Arnold W. M. Smeulders. Bootstrapping Visual Categorization With Relevant Negatives. IEEE Transactions on Multimedia (TMM), 2013
  110. Svetlana Kordumova, Xirong Li, Cees G. M. Snoek. Evaluating sources and strategies for learning video concepts from social media. CBMI 2013
  111. Xirong Li, Cees G. M. Snoek. Classifying tag relevance with relevant positive and negative examples. ACMMM 2013 (short paper)
  112. Gang Yang, Shaohui Wu, Jieping Xu, Xirong Li. A Novel Hybrid SCH-ABC Approach for the Frequency Assignment Problem. ICONIP 2013
  113. Shuai Liao, Xirong Li, Xiaoyong Du. Cross-Codebook Image Classification. PCM 2013
  114. Xirong Li, Cees G. M. Snoek, Marcel Worring, Arnold W. M. Smeulders. Harvesting Social Images for Bi-Concept Search. IEEE Transactions on Multimedia (TMM), 2012
  115. Xirong Li, Cees G. M. Snoek, Marcel Worring, Arnold W. M. Smeulders. Fusing concept detection and geo context for visual search. ICMR 2012
  116. Xirong Li, Cees G. M. Snoek, Marcel Worring, Arnold W. M. Smeulders. Social negative bootstrapping for visual categorization. ICMR 2011
  117. Xirong Li, Efstratios Gavves, Cees G. M. Snoek, Marcel Worring, Arnold W. M. Smeulders. Personalizing automated image annotation using cross-entropy. ACMMM 2011
  118. Xirong Li. Image search 2.0. ACMMM 2011 (doctoral symposium)
  119. Xirong Li, Cees G. M. Snoek, Marcel Worring. Unsupervised multi-feature tag relevance learning for social image retrieval. CIVR 2010 (Best Paper Award)
  120. Dong Wang, Zhikun Wang, Jianmin Li, Bo Zhang, Xirong Li. Query representation by structured concept threads with application to interactive video retrieval. Journal of Visual Communication and Image Representation (JVCIR), 2009
  121. Xirong Li, Cees G. M. Snoek. Visual categorization with negative examples for free. ACMMM 2009 (short paper)
  122. Xirong Li, Cees G. M. Snoek, Marcel Worring. Learning Social Tag Relevance by Neighbor Voting. IEEE Transactions on Multimedia (TMM), 11(7):1310-1322, 2009 (TMM'12 Prize Paper Award)
  123. Xirong Li, Cees G. M. Snoek, Marcel Worring. Annotating images by harnessing worldwide user-tagged photos. ICASSP 2009
  124. Xin-Jing Wang, Lei Zhang, Xirong Li, Wei-Ying Ma. Annotating Images by Mining Image Search Results. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 30(11):1919–1932, 2008
  125. Xirong Li, Cees G. M. Snoek, Marcel Worring. Learning tag relevance by neighbor voting for social image retrieval. ACM MIR 2008
  126. Dong Wang, Xirong Li, Jianmin Li, Bo Zhang. The importance of query-concept-mapping for automatic video retrieval. ACMMM 2007 (short paper)
  127. Xirong Li, Xin-Jing Wang, Changhu Wang, Lei Zhang. SBIA: search-based image annotation by leveraging web-scale images. ACMMM 2007 (demo paper)
  128. Dong Wang, Zhikun Wang, Xirong Li, Xiaobing Liu, Jianmin Li, Bo Zhang. Mapping Query to Semantic Concepts: Leveraging Semantic Indices for Automatic and Interactive Video Retrieval. ICSC 2007
  129. Jianmin Li, Zhikun Wang, Xirong Li, Tongchun Xiao, Dong Wang, Wujie Zheng, Bo Zhang. Video retrieval with multi-modal features. CIVR 2007 (demo paper)
  130. Xirong Li, Dong Wang, Jianmin Li, Bo Zhang. Video search in concept subspace: A text-like paradigm. CIVR 2007
  131. Xirong Li, Le Chen, Lei Zhang, Fuzong Lin, Wei-Ying Ma. Image annotation by large-scale content-based image retrieval. ACMMM 2016 (short paper)

发明专利

  1. 一种跨模态眼底图像配准方法、装置、设备及介质, 申请号：2025101643980, 发明人: 李锡荣; 陶俊屹; 魏奇杰; 于伟泓; 张潇; 吴婵; 杨景元; 王萌; 王宇松
  2. 基于深度学习的广域视网膜血管分割方法、装置、设备及介质, 申请号: 202410968000.4, 发明人: 李锡荣; 魏奇杰; 于伟泓; 张潇; 吴婵; 杨景元
  3. 对象表征模型训练方法、对象表征方法及相关设备, 申请号: 202410840853.X, 发明人: 李锡荣; 赵瑞祥; 贾健; 李岩; 白雪涵; 陈权; 李晗; 江鹏
  4. 一种基于多粒度知识蒸馏的跨模态视频检索方法及系统, 专利号: 202310847299.3, 发明人: 李锡荣; 赵瑞祥; 田凯彬
  5. 一种基于深度学习的眼底图像匹配方法、系统和可读介质, 专利号: 202210667546.7, 发明人: 李锡荣; 刘家真

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