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个人简介

教育经历 2007.08 - 2012.03, 博士, 荷兰阿姆斯特丹大学 Intelligent Systems Lab Amsterdam 2005.09 - 2007.06, 硕士, 清华大学 计算机系 2001.09 - 2005.07, 本科, 清华大学 计算机系 工作经历 2022.08 - 至今,教授,中国人民大学 2016.08 - 2022.08, 副教授,中国人民大学 2012.05 - 2016.08, 讲师, 中国人民大学

研究领域

图像/视频搜索 多模态深度学习 医学影像分析 多媒体内容安全 计算机视觉与模式识别

近期论文

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[55] Rui Qian, Xin Lai, Xirong Li (2022): BADet: Boundary-Aware 3D Object Detection from Point Clouds, Pattern Recognition (PR), 2022 [54] 李锡荣 (2021): 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 [53] Xinru Chen, Chengbo Dong, Jiaqi Ji, Juan Cao, Xirong Li (2021): Image Manipulation Detection by Multi-View Multi-Scale Supervision. International Conference on Computer Vision (ICCV), 2021 [52] Xirong Li, Yang Zhou, Jie Wang, Hailan Lin, Jianchun Zhao, Dayong Ding, Weihong Yu, Youxin Chen (2021): Multi-Modal Multi-Instance Learning for Retinal Disease Recognition. ACM Multimedia (ACMMM), 2021 [51] Peng Qi, Juan Cao, Xirong Li, Huan Liu, Qiang Sheng, Xiaoyue Mi, Qin He, Yongbiao Lv, Chenyang Guo, Yingchao Yu (2021): Improving Fake News Detection by Using an Entity-enhanced Framework to Fuse Diverse Multimodal Clues. ACM Multimedia (ACMMM), 2021 (Industrial Track) [50] Aozhu Chen, Fan Hu, Zihan Wang, Fangming Zhou, Xirong Li (2021): What Matters for Ad-hoc Video Search? A Large-scale Evaluation on TRECVID. The 2nd International Workshop on Video Retrieval Methods and Their Limits (ViRaL, in conjunction with ICCV), 2021 [49] Chengbo Dong, Xinru Chen, Aozhu Chen, Fan Hu, Zihan Wang, Xirong Li (2021): Multi-Level Visual Representation with Semantic-Reinforced Learning for Video Captioning. ACM Multimedia (ACMMM), 2021 (grand challenge paper) [48] Qiang Sheng, Juan Cao, Xueyao Zhang, Xirong Li, Lei Zhong (2021): Article Reranking by Memory-enhanced Key Sentence Matching for Detecting Previously Fact-checked Claims. The 59th Annual Meeting of the Association for Computational Linguistics (ACL), 2021 [47] Jianfeng Dong, Xirong Li, Chaoxi Xu, Xun Yang, Gang Yang, Xun Wang, Meng Wang (2021): Dual Encoding for Video Retrieval by Text. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 [46] Jie Wang, Kaibin Tian, Dayong Ding, Gang Yang, Xirong Li (2021): Unsupervised Domain Expansion for Visual Categorization. ACM Transactions on Multimedia Computing Communications and Applications (TOMM), 2021 [45] Xueyao Zhang, Juan Cao, Xirong Li, Qiang Sheng, Lei Zhong, Kai Shu (2021): Mining Dual Emotion for Fake News Detection. The Web Conference 2021 (WWW), 2021 [44] Xirong Li, Fangming Zhou, Chaoxi Xu, Jiaqi Ji, Gang Yang (2021): SEA: Sentence Encoder Assembly for Video Retrieval by Textual Queries. IEEE Transactions on Multimedia (TMM), 2021 [43] 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 (2021): 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 [42] Aozhu Chen, Xinyi Huang, Hailan Lin, Xirong Li (2020): Towards Annotation-Free Evaluation of Cross-Lingual Image Captioning. ACM Multimedia Asia (MMAsia), 2020. [41] 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 (2020): Deep Multiple Instance Learning with Spatial Attention for ROP Case Classification, Instance Selection and Abnormality Localization. The 25th International Conference on Pattern Recognition (ICPR), 2020 [40] Qijie Wei, Xirong Li, Weihong Yu, Xiao Zhang, Yongpeng Zhang, Bojie Hu, Bin Mo, Di Gong, Ning Chen, Dayong Ding, Youxin Chen (2020): Learn to Segment Retinal Lesions and Beyond. The 25th International Conference on Pattern Recognition (ICPR), 2020 [39] Jakub Lokoč, Tomáš Souček, Patrik Veselý, František Mejzlík, Jiaqi Ji, Chaoxi Xu, Xirong Li (2020): A W2VV++ Case Study with Automated and Interactive Text-to-Video Retrieval. ACM Multimedia (ACMMM), 2020 [38] Zhengxiong Jia, Xirong Li (2020): iCap: Interactive Image Captioning with Predictive Text. ACM International Conference on Multimedia Retrieval (ICMR), 2020 [37] Yutong Liu, Jingyuan Yang, Yang Zhou, Weisen Wang, Jianchun Zhao, Weihong Yu, Dingding Zhang, Dayong Ding, Xirong Li, Youxin Chen (2020): 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, 2020 [36] Jianfeng Dong, Xun Wang, Leimin Zhang, Chaoxi Xu, Gang Yang, Xirong Li (2019): Feature Re-Learning with Data Augmentation for Video Relevance Prediction. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2019 [35] Xirong Li, Chaoxi Xu, Gang Yang, Zhineng Chen, Jianfeng Dong (2019): W2VV++: Fully Deep Learning for Ad-hoc Video Search. ACM Multimedia (ACMMM), 2019 [34] Zhuoya Yang, Xirong Li, Xixi He, Dayong Ding, Yanting Wang, Fangfang Dai, Xuemin Jin (2019): Joint Localization of Optic Disc and Fovea in Ultra-Widefield Fundus Images. The 10th International Workshop on Machine Learning in Medical Imaging (MLMI), 2019 [33] 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 (2019): Fully Deep Learning for Slit-lamp Photo based Nuclear Cataract Grading. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2019 (early accept) [32] Weisen Wang, Zhiyan Xu, Weihong Yu, Jianchun Zhao, Jingyuan Yang, Feng He, Zhikun Yang, Di Chen, Dayong Ding, Youxin Chen, Xirong Li (2019): Two-Stream CNN with Loose Pair Training for Multi-modal AMD Categorization. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2019 (early accept) [31] Jianfeng Dong, Xirong Li, Chaoxi Xu, Shouling Ji, Yuan He, Gang Yang, Xun Wang (2019): Dual Encoding for Zero-Example Video Retrieval. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019 [30] Xirong Li, Chaoxi Xu, Xiaoxu Wang, Weiyu Lan, Zhengxiong Jia, Gang Yang, Jieping Xu (2019): COCO-CN for Cross-Lingual Image Tagging, Captioning and Retrieval. IEEE Transactions on Multimedia (TMM), 2019 [29] 蓝玮毓, 王晓旭, 杨刚, 李锡荣 (2019): 标签增强的中文看图造句, 计算机学报, 2019 [28] Xin Lai, Xirong Li, Rui Qian, Dayong Ding, Jun Wu, Jieping Xu (2019): Four Models for Automatic Recognition of Left and Right Eye in Fundus Images. the 25th International Conference on MultiMedia Modeling (MMM), 2019 [27] Qijie Wei, Xirong Li, Hao Wang, Dayong Ding, Weihong Yu, Youxin Chen (2018): Laser Scar Detection in Fundus Images using Convolutional Neural Networks. Asian Conference on Computer Vision (ACCV), 2018 [26] Xirong Li, Jianfeng Dong, Chaoxi Xu, Jing Cao, Xun Wang, Gang Yang (2018): Renmin University of China and Zhejiang Gongshang University at TRECVID 2018: Deep Cross-Modal Embeddings for Video-Text Retrieval. TRECVID 2018 Workshop, 2018 [25] Jianfeng Dong, Xirong Li, Chaoxi Xu, Gang Yang, Xun Wang, Feature Re-Learning with Data Augmentation for Content-based Video Recommendation, ACM Multimedia (ACMMM), 2018 (Grand challenge paper) [24] Gang Yang, Jinlu Liu, Jieping Xu, Xirong Li, Dissimilarity Representation Learning for Generalized Zero-Shot Recognition, ACM Multimedia (ACMMM), 2018 [23] Bin Liang, Hongcheng Li, Miaoqiang Su, Pan Bian, Xirong Li, Wenchang Shi (2018): Deep Text Classification Can be Fooled. IJCAI, 2018 [22] Gang Yang, Jinlu Liu, Xirong Li (2018): Imagination Based Sample Construction for Zero-Shot Learning. SIGIR, 2018 [21] Jianfeng Dong, Xirong Li, Cees G. M. Snoek (2018): Predicting Visual Features from Text for Image and Video Caption Retrieval. IEEE Transactions on Multimedia (TMM), 2018 [20] Jianfeng Dong, Xirong Li, Duanqing Xu (2018): Cross-Media Similarity Evaluation for Web Image Retrieval in the Wild. IEEE Transactions on Multimedia (TMM), 2018 [19] Cees G. M. Snoek, Xirong Li, Chaoxi Xu, Dennis C. Koelma (2017): University of Amsterdam and Renmin University at TRECVID 2017: Searching Video, Detecting Events and Describing Video. TRECVID Workshop, 2017 [18] Weiyu Lan, Xirong Li, Jianfeng Dong (2017): Fluency-Guided Cross-Lingual Image Captioning. ACM Multimedia (ACMMM), 2017 [17] Qijie Wei, Xiaoxu Wang, Xirong Li (2017): Harvesting Deep Models for Cross-Lingual Image Annotation. CBMI, 2017 [16] Xirong Li (2017): Tag Relevance Fusion for Social Image Retrieval. In: Multimedia Systems, 23 (1), pp. 29–40, 2017 [15] Cees G. M. Snoek, Jianfeng Dong, Xirong Li, Xiaoxu Wang, Qijie Wei, Weiyu Lan, Efstratios Gavves, Noureldien Hussein, Dennis C. Koelma, Arnold W. M. Smeulders (2016): University of Amsterdam and Renmin University at TRECVID 2016: Searching Video, Detecting Events and Describing Video. TRECVID Workshop, 2016 [14] Jianfeng Dong, Xirong Li, Weiyu Lan, Yujia Huo, Cees G. M. Snoek (2016): Early Embedding and Late Reranking for Video Captioning. ACM Multimedia (ACMMM), 2016 [13] Xirong Li, Yujia Huo, Qin Jin, Jieping Xu (2016): Detecting Violence in Video using Subclasses. ACM Multimedia (ACMMM), 2016 [12] Xirong Li, Qin Jin (2016): Improving Image Captioning by Concept-based Sentence Reranking. PCM, 2016 [11] Masoud Mazloom, Xirong Li, Cees G. M. Snoek (2016): TagBook: A Semantic Video Representation Without Supervision for Event Detection. In: IEEE Transactions on Multimedia (TMM), 18 (7), pp. 1378-1388, 2016 [10] Xirong Li, Weiyu Lan, Jianfeng Dong, Hailong Liu (2016): Adding Chinese Captions to Images. ICMR, 2016 [9] Xirong Li, Tiberio Uricchio, Lamberto Ballan, Marco Bertini, Cees G. M. Snoek, Alberto Del Bimbo (2016): 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 [8] Xirong Li, Tiberio Uricchio, Lamberto Ballan, Marco Bertini, Cees G. M. Snoek, Alberto Del Bimbo (2015): Image Tag Assignment, Refinement and Retrieval. ACM Multimedia, 2015 [7] Jianfeng Dong, Xirong Li, Shuai Liao, Jieping Xu, Duanqing Xu, Xiaoyong Du (2015): Image Retrieval by Cross-Media Relevance Fusion. ACM Multimedia (ACMMM), 2015 [6] Qin Jin, Xirong Li, Haibing Cao, Yujia Huo, Shuai Liao, Gang Yang, Jieping Xu (2015): RUCMM at MediaEval 2015 Affective Impact of Movies Task: Fusion of Audio and Visual Cues. In: Working Notes Proceedings of the MediaEval 2015 Workshop, 2015 [5] Xirong Li, Qin Jin, Shuai Liao, Junwei Liang, Xixi He, Yujia Huo, Weiyu Lan, Bin Xiao, Yanxiong Lu, Jieping Xu (2015): RUC-Tencent at ImageCLEF 2015: Concept Detection, Localization and Sentence Generation. CLEF (Working Notes), 2015 [4] Xirong Li, Shuai Liao, Weiyu Lan, Xiaoyong Du, Gang Yang (2015): Zero-shot Image Tagging by Hierarchical Semantic Embedding. SIGIR, 2015 [3] Shuai Liao, Xirong Li, Heng Tao Shen, Yang Yang, Xiaoyong Du (2015): Tag Features for Geo-Aware Image Classification. In: IEEE Transactions on Multimedia (TMM), 17 (7), pp. 1058-1067, 2015 [2] Junwei Liang, Qin Jin, Xixi He, Gang Yang, Jieping Xu, Xirong Li (2015): Detecting semantic concepts in consumer videos using audio. In: International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 2279–2283, 2015 [1] Svetlana Kordumova, Xirong Li, Cees G.M. Snoek (2015): Best Practices for Learning Video Concept Detectors from Social Media Examples. In: Multimedia Tools and Applications (MTAP), 74 (4), pp. 1291–1315, 2015

学术兼职

Associate Editor (July 2020 - June 2022), ACM TOMM Associate Editor (Feb 2020 - ), Multimedia Systems PC co-chair, MMM 2021 (https://mmm2021.cz/) Area chair, ICPR 2020 Workshop co-chair, ACM Multimedia Asia 2019 Area chair, ACM Multimedia 2019 Senior PC, ACM ICMR 2019 Area chair, ACM Multimedia 2018 Area chair, ICPR 2016 Demo / short paper co-chair, PCM 2015 Publication co-chair, ICMR 2015 Publicity co-chair, ICMR 2013

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