主要论文

2019:
    1. 卓昀侃, 綦金玮, 彭宇新, “跨媒体深层细粒度关联学习方法”, 软件学报, 2019年第4期.【pdf】
    2. Junchao Zhang and Yuxin Peng, "Hierarchical Vision-Language Alignment for Video Captioning", 25th International Conference on MultiMedia Modeling (MMM), Thessaloniki, Greece, Jan. 8-11, 2019.(Oral)【pdf】
2018:
    1. Xin Huang, Yuxin Peng, and Mingkuan Yuan, "MHTN: Modal-adversarial Hybrid Transfer Network for Cross-modal Retrieval", IEEE Transactions on Cybernetics (TCYB), DOI:10.1109/TCYB.2018.2879846, 2018.(EI)【pdf】【arXiv】【source code】
    2. Yuxin Peng, Jinwei Qi, "CM-GANs: Cross-modal Generative Adversarial Networks for Common Representation Learning", ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), 2018.【pdf】【arXiv】
    3. Yuxin Peng, Jinwei Qi, "Show and Tell in the Loop: Cross-Modal Circular Correlation Learning", IEEE Transactions on Multimedia (TMM), DOI:10.1109/TMM.2018.2877885, 2018.(EI)【pdf】
    4. Jian Zhang, Yuxin Peng and Mingkuan Yuan, "SCH-GAN: Semi-supervised Cross-modal Hashing by Generative Adversarial Network",IEEE Transactions on Cybernetics (TCYB), DOI:10.1109/TCYB.2018.2868826, 2018.(EI)【pdf】【source code】
    5. Yuxin Peng, Jinwei Qi and Yuxin Yuan, “Modality-specific Cross-modal Similarity Measurement with Recurrent Attention Network”, IEEE Transactions on Image Processing (TIP), Vol. 27, No. 11, pp. 5585-5599, Nov. 2018.(SCI,EI)【pdf】【arXiv】【source code】
    6. Xiangteng He and Yuxin Peng, “Multi-attention Guided Activation Propagation in CNNs”, 1st Chinese Conference on Pattern Recognition and Computer Vision (PRCV), pp. 16-27, Guangzhou, China, Nov. 23-26, 2018.(EI)【pdf】
    7. Mingkuan Yuan and Yuxin Peng, “Text-to-image Synthesis via Symmetrical Distillation Networks”, 26th ACM Multimedia Conference (ACM MM), pp. 1407-1415, Seoul, Korea, Oct. 22-26, 2018.(Oral, Full Paper)(EI)【pdf】【arXiv】
    8. Xiangteng He and Yuxin Peng, “Only Learn One Sample: Fine-Grained Visual Categorization with One Sample Training”, 26th ACM Multimedia Conference (ACM MM), pp. 1372-1380, Seoul, Korea, Oct. 22-26, 2018.(Oral, Full Paper)(EI)【pdf】
    9. Jinwei Qi, Yuxin Peng and Yunkan Zhuo, “Life-long Cross-media Correlation Learning”, 26th ACM Multimedia Conference (ACM MM), pp. 528-536, Seoul, Korea, Oct. 22-26, 2018.(Oral, Full Paper)(EI)【pdf】
    10. Zhaoda Ye and Yuxin Peng, “Multi-Scale Correlation for Sequential Cross-modal Hashing Learning”, 26th ACM Multimedia Conference (ACM MM), pp. 852-860, Seoul, Korea, Oct. 22-26, 2018.(Full Paper)(EI)【pdf】
    11. Chenrui Zhang and Yuxin Peng, "Stacking VAE and GAN for Context-aware Text-to-Image Generation", 4th IEEE Fourth International Conference on Multimedia Big Data (BigMM), Xi'an, China, Sep. 13-16, 2018.(EI)【pdf】
    12. Jian Zhang and Yuxin Peng, "Query-adaptive Image Retrieval by Deep Weighted Hashing", IEEE Transactions on Multimedia (TMM), Vol. 20, No. 9, pp. 2400-2414, Sep. 2018.(SCI,EI)【pdf】【arXiv】【source code】
    13. Yuxin Peng, Xin Huang, and Yunzhen Zhao, "An Overview of Cross-media Retrieval: Concepts, Methodologies, Benchmarks, and Challenges", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Vol. 28, No. 9, pp. 2372-2385, Sep. 2018.(SCI,EI)【pdf】【arXiv】
    14. Xiangyu Zhao and Yuxin Peng, "Coarse Label Refined Knowledge Reasoning for Fine-Grained Visual Categorization", 8th International Conference on Intelligent Science and Big Data Engineering (IScIDE), pp. 349-359, Lanzhou, China, August 18–19, 2018.(EI)【pdf】
    15. 綦金玮, 彭宇新, 袁玉鑫, “面向跨媒体检索的层级循环注意力网络模型”, 中国图象图形学报 (Journal of Image and Graphics), Vol. 23, No. 11, pp. 1751-1758, Jul. 2018.【pdf】
    16. Chenrui Zhang and Yuxin Peng, “Better and Faster: Knowledge Transfer from Multiple Self-supervised Learning Tasks via Graph Distillation for Video Classification”, 27th International Joint Conference on Artificial Intelligence (IJCAI), pp. 1135-1141, Stockholm, Sweden, Jul. 13-19, 2018.(Oral, Full Paper)(EI)【pdf】
    17. Chenrui Zhang and Yuxin Peng, “Visual Data Synthesis via GAN for Zero-Shot Video Classification”, 27th International Joint Conference on Artificial Intelligence (IJCAI), pp. 1128-1134, Stockholm, Sweden, Jul. 13-19, 2018.(Oral, Full Paper)(EI)【pdf】
    18. Jinwei Qi and Yuxin Peng, “Cross-modal Bidirectional Translation via Reinforcement Learning”, 27th International Joint Conference on Artificial Intelligence (IJCAI), pp. 2630-2636, Stockholm, Sweden, Jul. 13-19, 2018.(Oral, Full Paper)(EI)【pdf】
    19. Jinwei Qi, Yuxin Peng and Yuxin Yuan, “Cross-media Multi-level Alignment with Relation Attention Network”, 27th International Joint Conference on Artificial Intelligence (IJCAI), pp. 892-898, Stockholm, Sweden, Jul. 13-19, 2018.(Oral, Full Paper)(EI)【pdf】
    20. Jingze Chi and Yuxin Peng, "Dual Adversarial Networks for Zero-shot Cross-media Retrieval", 27th International Joint Conference on Artificial Intelligence (IJCAI), pp. 663-669, Stockholm, Sweden, Jul. 13-19, 2018.(Oral, Full Paper)(EI)【pdf】
    21. Xiangteng He, Yuxin Peng and Junjie Zhao, “StackDRL: Stacked Deep Reinforcement Learning for Fine-grained Visual Categorization”, 27th International Joint Conference on Artificial Intelligence (IJCAI), pp. 741-747, Stockholm, Sweden, Jul. 13-19, 2018.(Oral, Full Paper)(EI)【pdf】
    22. Xiangteng He, Yuxin Peng and Junjie Zhao, "Fast Fine-grained Image Classification via Weakly Supervised Discriminative Localization", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), DOI:10.1109/TCSVT.2018.2834480, 2018.(EI)【arXiv】
    23. Xin Huang and Yuxin Peng, "Deep Cross-media Knowledge Transfer", 31th IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 8837–8846, Salt Lake City, Utah, USA, Jun. 18-22, 2018.(Spotlight, Full Paper)【pdf】【arXiv】
    24. 綦金玮, 彭宇新, 袁玉鑫, “基于层级循环注意力网络的跨媒体检索方法”, 第十九届全国图象图形学学术会议 (NCIG)(Best Paper), Yangzhou, China, May. 11-13, 2018.(Oral)【pdf】
    25. Xin Huang and Yuxin Peng, "Progressive Cross-media Correlation Learning", 13th Conference on Application of Image and Graphics Technology (IGTA), pp.201-211, Beijing, China, Apr. 8-10, 2018.(Oral)(EI)【pdf】
    26. Yuxin Peng, Yunzhen Zhao, and Junchao Zhang, "Two-stream Collaborative Learning with Spatial-Temporal Attention for Video Classification", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), DOI: 10.1109/TCSVT.2018.2808685, 2018.(EI)【pdf】【arXiv】【source code】
    27. Yuxin Peng, Xiangteng He, and Junjie Zhao, "Object-Part Attention Model for Fine-grained Image Classification", IEEE Transactions on Image Processing (TIP), Vol. 27, No. 3, pp. 1487-1500, Mar. 2018.(SCI,EI)【pdf】【arXiv】【source code】
    28. Yuxin Peng, Jinwei Qi, Xin Huang, and Yuxin Yuan, "CCL: Cross-modal Correlation Learning with Multigrained Fusion by Hierarchical Network", IEEE Transactions on Multimedia (TMM), Vol. 20, No. 2, pp. 405-420, Feb. 2018.(SCI,EI)【pdf】【arXiv】【source code】
    29. Junjie Zhao and Yuxin Peng, "Cost-sensitive Deep Metric Learning for Fine-Grained Image Classification", 24th International Conference on MultiMedia Modeling (MMM), pp. 130–141, Bangkok, Thailand, Feb. 5-7, 2018.(Oral)(EI)【pdf】
    30. Yuxin Yuan and Yuxin Peng, "Recursive Pyramid Network with Joint Attention for Cross-media Retrieval", 24th International Conference on Multimedia Modeling(MMM), pp. 405–416, Bangkok, Thailand, Feb. 5-7, 2018.(Oral)(EI)【pdf】
    31. Jian Zhang, Yuxin Peng, and Mingkuan Yuan, "Unsupervised Generative Adversarial Cross-modal Hashing", 32th AAAI Conference on Artificial Intelligence (AAAI), pp. 539-546, New Orleans, Louisiana, USA, Feb. 2–7, 2018.(Full Paper)【pdf】【arXiv】【source code】
2017:
  1. Jinwei Qi, Xin Huang, and Yuxin Peng, "Cross-media Similarity Metric Learning with Unified Deep Networks", Multimedia Tools and Applications (MTAP), Vol. 76, No. 23, pp. 25109-25127, Dec. 2017.(SCI,EI)【pdf】【arXiv】
  2. Yuxin Peng, Xin Huang, Jinwei Qi, Junchao Zhang, Junjie Zhao, Mingkuan Yuan, Yunkan Zhuo, Jingze Chi, and Yuxin Yuan, "PKU_ICST at TRECVID 2017: Instance Search Task", TRECVID, Gaithersburg, MD, USA, Nov. 13-15, 2017.【pdf】
  3. Jian Zhang and Yuxin Peng, "SSDH: Semi-supervised Deep Hashing for Large Scale Image Retrieval", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), DOI: 10.1109/TCSVT.2017.2771332, 2017.(EI)【pdf】【arXiv】【source code】
  4. Xiangteng He and Yuxin Peng, "Visual-textual Attention Driven Fine-grained Representation Learning", 2017.【arXiv】
  5. Mingkuan Yuan, Xin Huang, and Yuxin Peng, "Cross-media Residual Correlation Learning", Applied Informatics, Vol. 4, No. 1, pp. 1-9, Oct. 2017.【pdf】
  6. Xiangteng He, Yuxin Peng and Junjie Zhao, "Fine-grained Discriminative Localization via Saliency-guided Faster R-CNN", 25th ACM Multimedia Conference (ACM MM), pp. 627-635, Mountain View, CA, USA, Oct. 23-27, 2017.(Full Paper)(EI)【arXiv】【pdf】【source code】
  7. Junjie Zhao, Yuxin Peng and Xiangteng He, "Attribute Hierarchy based Multi-task Learning for Fine-grained Image Classification", China National Conference on Multimedia (ChinaMM), Nanjing, Jiangsu, China, Sep. 15-17, 2017.(Oral)【pdf】
  8. Xin Huang, Zhaoda Ye, and Yuxin Peng, "Attention-sharing Correlation Learning for Cross-media Retrieval", 9th International Conference on Image and Graphics (ICIG), pp. 477-488, Shanghai, China, Sep. 13-15, 2017.(Oral)(EI)【pdf】
  9. Jingze Chi, Xin Huang, and Yuxin Peng, "Zero-Shot Cross-media Retrieval with External Knowledge", 9th International Conference on Internet Multimedia Computing and Service (ICIMCS), pp. 200-211, Tsingtao, China, Aug. 23-25, 2017.(Oral)(EI)【pdf】
  10. Xin Huang, Yuxin Peng, and Mingkuan Yuan, "Cross-modal Common Representation Learning by Hybrid Transfer Network", 26th International Joint Conference on Artificial Intelligence (IJCAI), pp. 1893-1900, Melbourne, Australia, Aug. 19-25, 2017.(Oral, Full Paper)(EI)【pdf】【arXiv】【source code】
  11. Xiangteng He and Yuxin Peng, "Fine-grained Image Classification via Combining Vision and Language", 30th IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 5994-6002, Honolulu, Hawaii, USA, Jul. 21-26, 2017.(Full Paper)(EI)【pdf】【arXiv】
  12. Xin Huang and Yuxin Peng, "Cross-modal Deep Metric Learning with Multi-task Regularization", 18th IEEE International Conference on Multimedia and Expo (ICME), pp. 943-948, Hong Kong, Jul. 10-14, 2017.(Oral, Full Paper)(EI)【pdf】【arXiv】
  13. Yunzhen Zhao and Yuxin Peng, "Saliency-guided Video Classification Via Adaptively Weighted Learning", 18th IEEE International Conference on Multimedia and Expo (ICME), pp. 847-852, Hong Kong, Jul. 10-14, 2017.(Oral, Full Paper)(EI)【pdf】【arXiv】
  14. Chao Zhu and Yuxin Peng, "Discriminative Latent Semantic Feature Learning for Pedestrian Detection", Neurocomputing, Vol. 238, pp. 126-138, May. 2017.(SCI, EI)【pdf】
  15. Panpan Tang and Yuxin Peng, "Exploiting Distinctive Topological Constraint of Local Feature Matching for Logo Image Recognition", Neurocomputing, Vol. 236, pp. 113-122, May. 2017.(SCI, EI)【pdf】
  16. Lei Huang and Yuxin Peng, "Cross-media Retrieval by Exploiting Fine-Grained Correlation at Entity Level", Neurocomputing, Vol. 236, pp. 123-133, May. 2017.(SCI, EI)【pdf】
  17. Xiangteng He and Yuxin Peng, "Weakly Supervised Learning of Part Selection Model with Spatial Constraints for Fine-grained Image Classification", 31th AAAI Conference on Artificial Intelligence (AAAI), pp. 4075-4081, San Francisco, California, USA, Feb. 4–9, 2017.(Full Paper)(EI)【pdf】
  18. Yuxin Peng, Wenwu Zhu, Yao Zhao, Changsheng Xu, Qingming Huang, Hanqing Lu, Qinghua Zheng, Tiejun Huang, and Wen Gao, "Cross-media analysis and reasoning: advances and directions", Frontiers of Information Technology & Electronic Engineering (FITEE), Vol. 18, No. 1, pp. 44-57, Jan. 2017.(SCI,EI)【pdf】
2016:
  1. Yuxin Peng, Xin Huang, Jinwei Qi, Junjie Zhao, Junchao Zhang, Yunzhen Zhao, Yuxin Yuan, Xiangteng He, and Jian Zhang, "PKU-ICST at TRECVID 2016: Instance Search Task", TRECVID, Gaithersburg, MD, USA, Nov. 14-16, 2016.【pdf】
  2. Jinwei Qi, Xin Huang, and Yuxin Peng, "Cross-media Retrieval by Multimodal Representation Fusion with Deep Networks", 13th International Forum of Digital TV and Wireless Multimedia Communication (IFTC), pp. 218-227, Shanghai, China, Nov. 9-10, 2016.(Oral, Full Paper)(EI)【pdf】
  3. Yuxin Peng, Xin Huang, and Jinwei Qi, "Cross-media Shared Representation by Hierarchical Learning with Multiple Deep Networks", 25th International Joint Conference on Artificial Intelligence (IJCAI), pp. 3846-3853 , New York City, New York, USA, Jul. 9-15, 2016.(Oral, Full Paper)(EI)【pdf】【source code】
  4. Yuxin Peng, Xiaohua Zhai, Yunzhen Zhao, and Xin Huang, "Semi-Supervised Cross-Media Feature Learning with Unified Patch Graph Regularization", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Vol. 26, No. 3, pp. 583-596 , Mar. 2016.(SCI, EI)【pdf】【source code】
  5. Chao Zhu and Yuxin Peng, "Group Cost-Sensitive Boosting for Multi-Resolution Pedestrian Detection", 30th AAAI Conference on Artificial Intelligence (AAAI), pp. 3676-3682 , Phoenix, Arizona, USA, Feb. 12–17, 2016.(Oral, Full Paper)(EI)【pdf】
  6. Panpan Tang and Yuxin Peng, "Logo Recognition via Improved Topological Constraint", 22nd International Conference on MultiMedia Modeling (MMM), pp. 150-161, Miami, Florida, USA, Jan. 4-6, 2016.(Oral)(EI)【pdf】
  7. Lei Huang and Yuxin Peng, "Cross-Media Retrieval via Semantic Entity Projection", 22nd International Conference on MultiMedia Modeling (MMM), pp. 276-288, Miami, Florida, USA, Jan. 4-6, 2016.(Oral)(EI)【pdf】
2015:
  1. Chao Zhu and Yuxin Peng, "A Boosted Multi-Task Model for Pedestrian Detection with Occlusion Handling", IEEE Transactions on Image Processing (TIP),Vol. 24, No. 12, pp. 5619-5629 , Dec. 2015.(SCI, EI)【pdf】
  2. Tianjun Xiao, Yichong Xu, Kuiyuan Yang, Jiaxing Zhang, Yuxin Peng, and Zheng Zhang, "The Application of Two-level Attention Models in Deep Convolutional Neural Network for Fine-grained Image Classification", 28th IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), pp. 842-850, Boston, MA, USA, Jun. 7-12, 2015.(Full Paper)(EI)【pdf】
  3. Yuxin Peng, "Adaptive Sampling with Optimal Cost for Class-Imbalance Learning", 29th AAAI Conference on Artificial Intelligence (AAAI), pp. 2921-2927, Austin Texas, USA, Jan. 25-29, 2015.(Full Paper)(EI)【pdf】
  4. Chao Zhu and Yuxin Peng, "A Boosted Multi-Task Model for Pedestrian Detection with Occlusion Handling", 29th AAAI Conference on Artificial Intelligence (AAAI), pp. 3878-3884, Austin Texas, USA, Jan. 25-29, 2015.(Oral, Full Paper)(EI)【pdf】
  5. Yuxin Peng, Jian Zhang, Xin Huang, et, al., "PKU-ICST at TRECVID 2015:Instance Search Task", TRECVID, Gaithersburg, MD, USA, Nov. 16-18, 2015.【pdf】
2014:
  1. Tianjun Xiao, Jiaxing Zhang, Kuiyuan Yang, Yuxin Peng, and Zheng Zhang, "Error-Driven Incremental Learning in Deep Convolutional Neural Network for Large-Scale Image Classification", 22nd ACM Multimedia Conference (ACM MM), pp. 177-186, Orlando, Florida, USA, Nov. 3-7, 2014. (Full paper)(EI)【pdf】
  2. Wenxuan Xie, Yuxin Peng, and Jianguo Xiao, "Weakly-Supervised Image Parsing via Constructing Semantic Graphs and Hypergraphs", 22nd ACM Multimedia Conference (ACM MM), pp. 277-286, Orlando, Florida, USA, Nov. 3-7, 2014. (Full paper)(EI)【pdf】
  3. Wenxuan Xie, Zhiwu Lu, Yuxin Peng, and Jianguo Xiao, "Graph-based Multimodal Semi-supervised Image Classification", Neurocomputing, Vol. 138, pp. 167-179, Aug. 2014. (SCI, EI, IF_2014=2.005)【pdf】
  4. Wenxuan Xie, Yuxin Peng, and Jianguo Xiao, "Cross-View Feature Learning for Scalable Social Image Analysis", 28th AAAI Conference on Artificial Intelligence (AAAI), pp. 201-207, Quebec City, Quebec, Canada, Jul. 27-31, 2014. (Full Paper)(EI)【pdf】
  5. Wenxuan Xie, Yuxin Peng, and Jianguo Xiao, "Semantic Graph Construction for Weakly-Supervised Image Parsing", 28th AAAI Conference on Artificial Intelligence (AAAI), pp. 2853-2859, Quebec City, Quebec, Canada, Jul. 27-31, 2014. (Full Paper)(EI)【pdf】
  6. Xiaohua Zhai, Yuxin Peng, and Jianguo Xiao, "Learning Cross-Media Joint Representation with Sparse and Semisupervised Regularization", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Vol. 24, No. 6, pp. 965-978 , Jun. 2014. (SCI, EI, IF_2014=2.259)【pdf】【source code】
  7. Yuxin Peng, Jian Zhang, Panpan Tang, et, al., "PKU-ICST at TRECVID 2014:Instance Search Task", TRECVID, Orlando, Florida, USA, Nov. 10-12, 2014.【pdf】
2013:
  1. Ding Ma, Xiaohua Zhai, and Yuxin Peng, "Cross-Media Retrieval by Cluster-based Correlation Analysis", 20th International Conference on Image Processing (ICIP), pp. 3986-3990, Melbourne, Australia, Sep. 15-18, 2013. (EI, ISTP)【pdf】
  2. Wenxuan Xie, Zhiwu Lu, Yuxin Peng, and Jianguo Xiao, "Multimodal Semi-supervised Image Classification by Combining Tag Refinement, Graph-based Learning and Support Vector Regression", 20th International Conference on Image Processing (ICIP), pp. 4307-4311, Melbourne, Australia, Sep. 15-18, 2013. (EI, ISTP)【pdf】
  3. Zhiwu Lu and Yuxin Peng, "Learning Descriptive Visual Representation by Semantic Regularized Matrix Factorization", 23rd International Joint Conferences on Artificial Intelligence (IJCAI), pp. 1523-1529, Beijing, China, Aug. 3–9, 2013. (Full Paper)(EI)【pdf】
  4. Xiaohua Zhai, Yuxin Peng, and Jianguo Xiao, "Heterogeneous Metric Learning with Joint Graph Regularization for Cross-Media Retrieval”, 27th AAAI Conference on Artificial Intelligence (AAAI), pp. 1198-1204, Bellevue, Washington, USA, Jul. 14-18, 2013. (Full Paper)(EI) 【pdf】【source code】
  5. Zhiwu Lu, and Yuxin Peng, “Unified Constraint Propagation on Multi-View Data", 27th AAAI Conference on Artificial Intelligence (AAAI), pp. 640-646, Bellevue, Washington, USA, Jul. 14-18, 2013. (Full Paper)(EI)【pdf】
  6. Guangyao Zhou, Zhiwu Lu, and Yuxin Peng, "L1-Graph Construction Using Structured Sparsity",Neurocomputing, Vol. 120, pp. 441-452, Nov. 2013. (SCI, EI, IF_2013=2.005)【pdf】
  7. Jian Yi, Yuxin Peng, and Jianguo Xiao, "Exploiting Semantic and Visual Context for Effective Video Annotation", IEEE Transactions on Multimedia (TMM), Vol. 15, No. 6, pp. 1400-1414, Oct. 2013. (SCI, EI, IF_2013=1.776)【pdf】
  8. Zhiwu Lu, and Yuxin Peng, “Exhaustive and Efficient Constraint Propagation: A Graph-Based Learning Approach and Its Applications”, International Journal of Computer Vision (IJCV), Vol. 103, No. 3, pp. 306-325 , Jul. 2013. (SCI, EI, IF_2013= 3.533)【pdf】
  9. Xiaohua Zhai, Yuxin Peng, and Jianguo Xiao, "Cross-Media Retrieval by Intra-Media and Inter-Media Correlation Mining", Multimedia Systems(MMSJ), Vol. 19, No. 5, pp. 395-406, Oct. 2013. (SCI, EI, IF_2013=0.443)【pdf】
  10. Jian Yi, Yuxin Peng, and Jianguo Xiao, "A Temporal Context Model for Boosting Video Annotation", Science China, Vol. 56, Issue 11, pp. 1-14, No. 2013. (SCI, EI, IF_2013=0.702)【pdf】
  11. Zhiwu Lu, and Yuxin Peng, "Latent Semantic Learning with Structured Sparse Representation for Human Action Recognition", Pattern Recognition (PR), Vol. 46, No. 7, pp. 1799-1809, Jul. 2013. (SCI, EI, IF_2013= 2.584)【pdf】
  12. Zhiguo Yang, Yuxin Peng, and Jianguo Xiao, "Vocabulary hierarchy optimisation based on spatial context and category information", International Journal of Multimedia Intelligence and Security (IJMIS), Vol. 3, No. 1, pp. 93-107, Sep. 2013.【pdf】
  13. Yuxin Peng, Xiaohua Zhai, Jian Zhang, et, al., "PKU-ICST at TRECVID 2013:Instance Search Task",TRECVID), Gaithersburg, MD, USA, Nov. 20-22, 2013.【pdf】
2012:
  1. Zhiwu Lu, and Yuxin Peng, "Heterogeneous Constraint Propagation with Constrained Sparse Representation", 12th IEEE International Conference on Data Mining (ICDM), pp. 1002-1007, Brussels, Belgium, Dec. 10 - 13, 2012. (EI, ISTP)【pdf】
  2. Zhiwu Lu, and Yuxin Peng, "Image Annotation by Semantic Sparse Recoding of Visual Content", 20th ACM Multimedia Conference (ACM MM), pp. 499-508, Nara, Japan, Oct. 29 - Nov. 2, 2012. (Full paper)(EI)【pdf】
  3. Xiaohua Zhai, Yuxin Peng, and Jianguo Xiao, "PDSS: Patch-Descriptor-Similarity Space for Effective Face Verification", 20th ACM Multimedia Conference (ACM MM), pp. 961-964, Nara, Japan, Oct. 29 - Nov. 2, 2012. (EI) 【pdf】
  4. Li Ling, Xiaohua Zhai, and Yuxin Peng, "Tri-space and Ranking Based Heterogeneous Similarity Measure for Cross-Media Retrieval", 21st International Conference on Pattern Recognition (ICPR), pp. 230-233, Tsukuba, Japan, Nov. 11-15, 2012. (EI, ISTP)【pdf】
  5. Yuxin Peng, Xiaohua Zhai, Jian Zhang, et, al., "PKU-ICST at TRECVID 2012: Instance Search Task", TRECVID, Maryland, USA, Nov. 26-28, 2012. (EI)【pdf】
  6. Yuxin Peng, Yunbo Peng, Xiaohua Zhai, et, al., "PKU-ICST at TRECVID 2012: Known-item Search Task", TRECVID, Maryland, USA, Nov. 26-28, 2012. (EI)【pdf】
  7. Xiaohua Zhai, Yuxin Peng, and Jianguo Xiao, "Cross-Modality Correlation Propagation for Cross-Media Retrieval", 37th International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 2337-2340, Kyoto, Japan, Mar. 25-30, 2012. (EI, ISTP)【pdf】【source code】
  8. Zhiguo Yang, Yuxin Peng, and Jianguo Xiao, "Visual Vocabulary Optimization with Spatial Context for Image Annotation and Classification", 18th International Conference on MultiMedia Modeling (MMM), pp. 89-102, Klagenfurt, Austria, Jan. 4-6, 2012. (EI, ISTP)【pdf】
  9. Xiaohua Zhai, Yuxin Peng, and Jianguo Xiao, "Effective Heterogeneous Similarity Measure with Nearest Neighbors for Cross-Media Retrieval", 18th International Conference on MultiMedia Modeling (MMM), pp. 312-322, Klagenfurt, Austria, Jan. 4-6, 2012. (EI, ISTP)【pdf】【source code】
2011:
  1. Zhiwu Lu, Horace H.S. Ip, and Yuxin Peng, "Contextual Kernel and Spectral Methods for Learning the Semantics of Images", IEEE Transactions on Image Processing (TIP), Vol. 20, No. 6, pp. 1739-1750, Jun. 2011. (SCI, EI, IF_2011=3.042)【pdf】
  2. Yuxin Peng, Zhiguo Yang and Jian Yi, "Web Video Search by Mutual Boosting between the Inside and Outside Text of Video", 11th annual international ACM/IEEE Joint Conference on Digital Libraries (JCDL), pp. 391-392, Ottawa, Canada, Jun. 2011. (EI)【pdf】
  3. Zhiwu Lu, and Yuxin Peng, "Latent Semantic Learning by Efficient Sparse Coding with Hypergraph Regularization", 25th AAAI Conference on Artificial Intelligence (AAAI), pp. 411-416, San Francisco, California, USA, Aug. 2011. (EI)【pdf】
  4. Zhenyong Fu, Zhiwu Lu, Horace H.S. Ip, Yuxin Peng, and Hongtao Lu, "Symmetric Graph Regularized Constraint Propagation", 25th AAAI Conference on Artificial Intelligence (AAAI), pp. 350-355, San Francisco, California, USA, Aug. 2011. (EI)【pdf】
  5. Zhiwu Lu, Yuxin Peng, and Horace H.S. Ip, "Spectral Learning of Latent Semantics for Action Recognition", 13th International Conference of Computer Vision (ICCV), pp. 1503-1510, Barcelona, Spain, Nov. 2011. (EI, ISTP)【pdf】
  6. Jian Yi, Yuxin Peng, and Jianguo Xiao, "Mining Concept Relationship in Temporal Context for Effective Video Annotation", 19th ACM Multimedia Conference (ACM MM), pp. 1053-1056, Scottsdale, Arizona, USA, Nov. 2011. (EI)【pdf】
  7. Zhiwu Lu, and Yuxin Peng, "Combining Latent Semantic Learning and Reduced Hypergraph Learning for Semi-Supervised Image Categorization", 19th ACM Multimedia Conference (ACM MM), pp. 1409-1412, Arizona, USA, Nov. 2011. (EI)【pdf】
  8. Zhiwu Lu, Yuxin Peng, and Horace H.S. Ip, "Combining Multiple Clusterings Using Fast Simulated Annealing", Pattern Recognition Letters (PRL), Vol. 32, Issue 15, pp. 1956-1961, Nov. 2011. (SCI, EI, IF_2011=1.034)【pdf】
  9. 易剑, 彭宇新, 肖建国, "一种基于颜色聚类和多帧融合的视频文字识别方法", 软件学报, 2011年, 第22卷第12期, 2919～2933页. (EI)【pdf】
2010:
  1. Jian Yi, Yuxin Peng, and Jianguo Xiao, "Refining Video Annotation by Exploiting Inter-Shot Context", 18th ACM Multimedia Conference (ACM MM), pp. 1103-1106, Firenze, Italy, 25-29, Oct. 2010. (EI)【pdf】
  2. Hao Li, and Yuxin Peng, "Effective Multi-level Image Representation for Image Categorization", 20th International Conference on Pattern Recognition (ICPR), pp. 1048-1051, Istanbul, Turkey, Aug. 23-26, 2010. (EI)【pdf】
  3. Yuxin Peng, and Jia Yao, "AdaOUBoost: Adaptive Over-sampling and Under-sampling to Boost the Concept Learning in Large Scale Imbalanced Data Sets", 11th ACM SIGMM International Conference on Multimedia Information Retrieval (MIR), pp. 111-118, Philadelphia, Pennsylvania, USA, Mar. 29-31, 2010. (EI)【pdf】
  4. Yuxin Peng, and Jianguo Xiao, "Story-based Retrieval by Learning and Measuring the Concept-based and Content-based Similarity", 16th International MultiMedia Modeling Conference (MMM), pp. 370-378, Chongqing, China, Jan. 6-8, 2010. (EI, ISTP)【pdf】
  5. Zhiwu Lu, Yuxin Peng, and Horace H.S. Ip, "Gaussian Mixture Learning via Robust Competitive Agglomeration", Pattern Recognition Letters (PRL), Vol. 31, Issue 7, pp. 539-547, 2010. (SCI, EI, IF_2010=1.213)【pdf】
  6. Zhiwu Lu, Yuxin Peng, and Horace H.S. Ip, "Image Categorization via Robust PLSA", Pattern Recognition Letters (PRL), Vol. 31, Issue 1, pp. 36-43, Jan., 2010. (SCI, EI, IF_2010=1.213)【pdf】
2009:
  1. Yuxin Peng, Zhiguo Yang, Lei Cao, et, al., "PKU-ICST at TRECVID 2009: High Level Feature Extraction and Search", TRECVID, Maryland USA, Nov. 16-17, 2009. (EI)
  2. Yuxin Peng, Zhiwu Lu, and Jianguo Xiao, "Semantic Concept Annotation Based on Audio PLSA Model", 17th ACM Multimedia Conference (ACM MM), pp. 841-844, Beijing, China, Oct. 19-24, 2009. (EI)
  3. Yuxin Peng, Zhiguo Yang, and Jianguo Xiao, "Audio Retrieval by Segment-based Manifold-ranking", 10th IEEE International Conference on Multimedia and Expo (ICME), pp. 686-689, Cancun, Mexico, Jun. 28 - Jul. 3, 2009. (EI, ISTP)
  4. Jian Yi, Yuxin Peng, and Jianguo Xiao, "Using Multiple Frame Integration for the Text Recognition of Video", 10th International Conference on Document Analysis and Recognition (ICDAR), pp. 71-75, Barcelona, Spain, Jul. 26-29, 2009. (EI)
2008:
  1. Yuxin Peng, Zhiguo Yang, Jian Yi, Lei Cao, Hao Li, and Jia Yao, "Peking University at TRECVID 2008: High Level Feature Extraction", TRECVID, Maryland USA, Nov. 17-18, 2008. (EI)
  2. Zhiwu Lu, Yuxin Peng, and Jianguo Xiao, "From Comparing Clusterings to Combining Clusterings", 22nd AAAI Conference on Artificial Intelligence (AAAI), pp. 665-670, Chicago, Illinois, USA, Jul. 13–17, 2008. (EI)
  3. Zhiwu Lu, Yuxin Peng, and Jianguo Xiao, "Unsupervised Learning of Finite Mixtures Using Entropy Regularization and Its Application to Image Segmentation", 21th IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), pp. 641-648, Alaska, USA, Jun. 23-28, 2008. (EI, ISTP)
  4. Zhiwu Lu, and Yuxin Peng, "A Semi-supervised Learning Algorithm on Gaussian Mixture with Automatic Model Selection", Neural Processing Letters (NPL), Vol. 27, No. 1, pp. 57-66, 2008. (SCI, EI, IF_2010=1.088)
2007:
  1. Jian Yi, Yuxin Peng, and Jianguo Xiao, "Color-based Clustering for Text Detection and Extraction in Image", 15th ACM Multimedia Conference (ACM MM), pp. 847-850, Augsburg, Germany, Sep. 24-29, 2007. (EI)
  2. Jian Yi, Yuxin Peng, and Jianguo Xiao, "Color-based Text Extraction for the Image", 8th Pacific-Rim Conference on Multimedia (PCM), pp. 393-396, HongKong, China, Dec. 11-14, 2007. (EI, ISTP)
  3. Yuxin Peng, Chong-Wah Ngo, and Jianguo Xiao, "OM-based Video Shot Retrieval by One-to-One Matching", Multimedia Tools and Applications (MTAP), Vol. 34, No. 2, pp. 249-266, Aug. 2007. (SCI, EI, ISTP)
2006:
  1. Yuxin Peng, and Chong-Wah Ngo, "Clip-Based Similarity Measure for Query-Dependent Clip Retrieval and Video Summarization", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Vol. 16, No. 5, pp. 612-627, May. 2006. (SCI, EI, IF_2008=2.951)
  2. Yuxin Peng, Chong-Wah Ngo, Cuihua Fang, Xiaoou Chen, and Jianguo Xiao, "Audio Similarity Measure by Graph Modeling and Matching", 14th ACM Multimedia Conference (ACM MM), pp. 603-606, Santa Barbara, CA USA, Oct. 23-27, 2006. (EI)
  3. Yuxin Peng, Cuihua Fang, and Xiaoou Chen, "Using Earth Mover's Distance for Audio Clip Retrieval", 7th Pacific-Rim Conference on Multimedia (PCM), pp. 405-413, Hangzhou, China, Nov. 2-4, 2006. (EI, ISTP)
2005:
  1. Yuxin Peng, and Chong-Wah Ngo, "EMD-Based Video Clip Retrieval by Many-to-Many Matching", 4th ACM International Conference on Image and Video Retrieval (CIVR), pp. 71-81, Singapore, Jul. 20-22, 2005. (SCI, EI, ISTP)
  2. Yuxin Peng, and Chong-Wah Ngo, "Hot Event Detection and Summarization by Graph Modeling and Matching", 4th ACM International Conference on Image and Video Retrieval (CIVR), pp.257-266, Singapore, Jul. 20-22, 2005. (SCI, EI, ISTP)
  3. Yuxin Peng, and Chong-Wah Ngo, "Shot-based Retrieval by Integrating Color and Motion Features", 8th International Joint Conference on Information Sciences (JCIS), pp. 827-830, Salt Lake City, USA, Jul. 21-26, 2005. (ISTP)
  4. Xiaojun Wan, and Yuxin Peng, "A New Retrieval Model Based on TextTiling for Document Similarity Search", Journal of Computer Science and Technology (JCST), Vol. 20, No. 4, pp. 552-558, Jul. 2005. (SCI, EI)
  5. Xiaojun Wan, and Yuxin Peng, "The Earth Mover's Distance as a Semantic Measure for Document Similarity", ACM 14th Conference on Information and Knowledge Management (CIKM), pp. 301-302, Bremen, Germany, Oct. 31 – Nov. 5, 2005. (EI)
  6. Xiaojun Wan, and Yuxin Peng, "A New Re-Ranking Method for Generic Chinese Text Summarization and its Evaluation", 8th International Conference on Asian Digital Libraries (ICADL), pp. 171-175, Bangkok, Thailand, Dec. 12-15, 2005. (SCI, EI, ISTP)
2004:
  1. Yuxin Peng, and Chong-Wah Ngo. "Clip-based Similarity Measure for Hierarchical Video Retrieval", 6th ACM SIGMM International Workshop on Multimedia Information Retrieval (MIR), pp. 53-60, New York, USA, Oct. 15-16, 2004. (EI)
  2. 彭宇新, Ngo Chong-Wah, 肖建国, "一种基于二分图最优匹配的镜头检索方法", 电子学报, 2004年7月, 第32卷第7期, 1135～1139页. (EI)
  3. Xiaojun Wan, and Yuxin Peng, "A Measure Based on Optimal Matching in Graph Theory for Document Similarity", 1st Asia Information Retrieval Symposium (AIRS), pp. 227-238, Beijing, China, Oct. 18-20, 2004. (SCI, EI, ISTP)
  4. 董庆杰, 彭宇新, 郭宗明, 肖建国, "一种新的基于模糊聚类的镜头检索方法", 计算机工程与应用, 2004年1月, 第40卷第1期, 56-57页.
2003:
  1. Yuxin Peng, Chong-Wah Ngo, Qing-Jie Dong, Zongming Guo, and Jianguo Xiao, "Video Clip Retrieval by Maximal Matching and Optimal Matching in Graph Theory", 4th IEEE International Conference on Multimedia and Expo (ICME), pp. 317-320, Maryland, USA, Jul. 6-9, 2003. (EI, ISTP)
  2. 彭宇新, Ngo Chong-Wah, 董庆杰, 郭宗明, 肖建国, "一种通过视频片段进行视频检索的方法", 软件学报, 2003年8月, 第14卷第8期, 1409～1417页. (EI)