杨勋

Email: xyang21@ustc.edu.cn

个人主页：https://faculty.ustc.edu.cn/yangxun

研究领域：多媒体计算

简介：杨勋，现任中国科学技术大学信息科学技术学院特任研究员，于2017年12月在合肥工业大学获得工学博士学位（导师：汪萌教授），曾经在新加坡国立大学NExT研究中心从事全职博士后研究员工作（2018.04 - 2021.05, 导师：Chua Tat-Seng教授），多年来主要从事多媒体信息处理方面的研究。主要研究方向为跨媒体分析与推理、多媒体内容结构化理解、视觉媒体相关性关联建模等，并已取得阶段性研究成果，在CCF A类会议和IEEE/ACM Transactions期刊上发表高水平论文20余篇。受邀担任多媒体领域顶级会议ACM Multimedia 2022的区域主席(Area Chair)、人工智能国际权威会议AAAI 2022的高级程序委员(SPC)和计算机领域国际知名期刊IEEE Transactions on Big Data (TBD)的副主编(Associate Editor)。

主要论著：

[01] Xun Yang, Jianfeng Dong, Yixin Cao, Xun Wang, Meng Wang, Tat-Seng Chua. “Tree-augmented cross-modal encoding for complex-query video retrieval”. Proceedings of the 43rd ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2020: 1339-1348

[02] Xun Yang, Fuli Feng, Wei Ji, Meng Wang, Tat-Seng Chua. “Deconfounded Video Moment Retrieval with Causal Intervention”. Proceedings of the44th ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2021: 1-10

[03] Xun Yang, Shanshan Wang, Jian Dong, Jianfeng Dong, Meng Wang, Tat-Seng Chua. “Video Moment Retrieval with Cross-Modal Neural Architecture Search”. IEEE Transactions on Image Processing (TIP), 2022, 31: 1204-1216

[04] Xun Yang, Xueliang Liu, Meng Jian, Xinjian Gao, Meng Wang. “Weakly-supervised video object grounding by exploring spatio-temporal contexts”. Proceedings of the 28th ACM International Conference on Multimedia (ACM MM), 2020: 1939-1947

[05] Xun Yang, Meng Wang, Dacheng Tao. “Person re-identification with metric learning using privileged information”. IEEE Transactions on Image Processing (TIP), 2018, 27(2): 791-805

[06] Xun Yang, Peicheng Zhou, Meng Wang. “Person reidentification via structural deep metric learning”. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019, 30(10): 2987-2998

[07] Xun Yang, Meng Wang, Richang Hong, Qi Tian, Yong Rui. “Enhancing Person Re-identification in a Self-trained Subspace”. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), 2017, 13(3), 1-23

[08] Xun Yang, Xiangnan He, Xiang Wang, Yunshan Ma, Fuli Feng, Meng Wang, Tat-Seng Chua. “Interpretable Fashion Matching with Rich Attributes”, Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2019, 775-784

[09] Xun Yang, Yunshan Ma, Lizi Liao, Meng Wang, Tat-Seng Chua. “TransNFCM: Translation-Based Neural Fashion Compatibility Modeling”. The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI), 2019:403-410

[10] Xun Yang, Meng Wang, Luming Zhang, Fuming Sun, Richang Hong, Meibin Qi. “An efficient tracking system by orthogonalized templates”. IEEE Transactions on Industrial Electronics (TIE), 2016, 63(5):3187-3197

[11] Xueliang Liu, Xun Yang, Meng Wang, Richang Hong. “Deep neighborhood component analysis for visual similarity modeling”. ACM Transactions on Intelligent Systems and Technology (TIST), 2020, 11(3):1-15

[12] Yunshan Ma, Xun Yang*, Lizi Liao, Yixin Cao, Tat-Seng Chua. “Who, where, and what to wear? Extracting fashion knowledge from social media”. Proceedings of the 27th ACM International Conference on Multimedia (ACM MM), 2019: 257-265

[13] Yicong Li, Xun Yang*, Xindi Shang, Tat-Seng Chua. “Interventional Video Relation Detection”, Proceedings of the 29th ACM International Conference on Multimedia (ACM MM), 2021: 4091-4099

[14] Jianfeng Dong, Xirong Li, Chaoxi Xu, Xun Yang, Gang Yang, Xun Wang, Meng Wang. “Dual encoding for video retrieval by text”. IEEE Trans. Pattern Anal. Mach. Intell. (TPAMI), 2021 (Early Access), doi: 10.1109/TPAMI.2021.3059295

[15] Junbin Xiao, Xindi Shang, Xun Yang, Sheng Tang, Tat-Seng Chua. “Visual Relation Grounding in Videos”. European Conference on Computer Vision (ECCV), 2020: 447-464

[16] Xindi Shang, Donglin Di, Junbin Xiao, Yu Cao, Xun Yang, Tat-Seng Chua. “Annotating objects and relations in user-generated videos”. Proceedings of the 2019 on International Conference on Multimedia Retrieval (ICMR), 2019: 279-287

[17] Yi Tan, Yanbin Hao, Xiangnan He, Yinwei Wei, Xun Yang. “Selective Dependency Aggregation for Action Classification”. Proceedings of the 29th ACM International Conference on Multimedia (ACM MM), 2021: 592-601

[18] Lei Meng, Long Chen, Xun Yang, Dacheng Tao, Hanwang Zhang, Chunyan Miao, Tat-Seng Chua. “Learning using privileged information for food recognition”. Proceedings of the 27th ACM International Conference on Multimedia (ACM MM), 2019: 557-565

[19] Yunshan Ma, Yujuan Ding, Xun Yang, Lizi Liao, Wai Keung Wong, Tat-Seng Chua. “Knowledge enhanced neural fashion trend forecasting”. Proceedings of the 2020 International Conference on Multimedia Retrieval (ICMR), 2020: 82-90

[20] Lizi Liao, Ryuichi Takanobu, Yunshan Ma, Xun Yang, Minlie Huang, Tat-Seng Chua. “Topic-guided relational conversational recommender in multi-domain”. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2020 (Early Access), doi: 10.1109/TKDE.2020.3008563