主要论文 (* 表示通讯作者)

paper

 2024:
  1. Hongbo Sun, Xiangteng He, Jinglin Xu and Yuxin Peng*, "SIM-OFE: Structure Information Mining and Object-aware Feature Enhancement for Fine-Grained Visual Categorization", IEEE Transactions on Image Processing (TIP), Vol. 33, pp. 5312-5326, Sep. 2024.【pdf】
  2. Zhaoda Ye, Xiangteng He and Yuxin Peng*, "RaT2IGen: Relation-aware Text-to-image Generation via Learnable Prompt", ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), 2024. (Accept)【pdf】
  3. Yifan Zuo, Wenhao Yao, Yuqi Hu, Yuming Fang*, Wei Liu and Yuxin Peng, "Image Super-resolution via Efficient Transformer Embedding Frequency Decomposition with Restart", IEEE Transactions on Image Processing (TIP), Vol. 33, pp. 4670-4685, Aug. 2024.【pdf】【source code】
  4. Zishuo Wang, Wenhao Zhou, Jinglin Xu and Yuxin Peng*, "SIA-OVD: Shape-Invariant Adapter for Bridging the Image-Region Gap in Open-Vocabulary Detection", The 32nd ACM International Conference on Multimedia (ACM MM), Melbourne, Australia, Oct. 28-Nov. 1, 2024. (Accept)【pdf】
  5. Zhaoda Ye, Xinhan Zheng, Yang Liu and Yuxin Peng*, "RelScene: A Benchmark and baseline for Spatial Relations in text-driven 3D Scene Generation", The 32nd ACM International Conference on Multimedia (ACM MM), Melbourne, Australia, Oct. 28-Nov. 1, 2024. (Accept)【pdf】
  6. Minghang Zheng, Jiahua Zhang, Qingchao Chen, Yuxin Peng and Yang Liu*, "ResVG: Enhancing Relation and Semantic Understanding in Multiple Instances for Visual Grounding", The 32nd ACM International Conference on Multimedia (ACM MM), Melbourne, Australia, Oct. 28-Nov. 1, 2024. (Accept)【pdf】【source code】
  7. Zichen Liu, Yuxin Peng and Jiahuan Zhou*, "InsVP: Efficient Instance Visual Prompting from Image Itself", The 32nd ACM International Conference on Multimedia (ACM MM), Melbourne, Australia, Oct. 28-Nov. 1, 2024. (Accept)【pdf】【source code】
  8. Kunlun Xu, Haozhuo Zhang, Yu Li, Yuxin Peng and Jiahuan Zhou*, "Mitigate Catastrophic Remembering via Continual Knowledge Purification for Noisy Lifelong Person Re-Identification", The 32nd ACM International Conference on Multimedia (ACM MM), Melbourne, Australia, Oct. 28-Nov. 1, 2024. (Accept)【pdf】【source code】
  9. Qiwei Li, Yuxin Peng and Jiahuan Zhou*, "PPE: Progressive Prototype Evolving for Dual-Forgetting Mitigation in Non-Exemplar Online Continual Learning", The 32nd ACM International Conference on Multimedia (ACM MM), Melbourne, Australia, Oct. 28-Nov. 1, 2024. (Accept)【pdf】【source code】
  10. Ting Lei, Shaofeng Yin, Yuxin Peng and Yang Liu*, "Exploring Conditional Multi-Modal Prompts for Zero-shot HOI Detection", European Conference on Computer Vision (ECCV), 2024. (Accept)【pdf】【source code】
  11. Minghang Zheng, Xinhao Cai, Qingchao Chen, Yuxin Peng and Yang Liu*, "Training-free Video Temporal Grounding using Large-scale Pre-trained Models", European Conference on Computer Vision (ECCV), 2024. (Accept)【pdf】【source code】
  12. Hulingxiao He, Yaqi Zhang, Jinglin Xu and Yuxin Peng*, "CountMamba: Exploring Multi-directional Selective State-Space Models for Plant Counting", The 7th Chinese Conference on Pattern Recognition and Computer Vision (PRCV), Urumqi, China, Oct. 18-20, 2024. (Accept)【pdf】
  13. Zichen Liu, Yuxin Peng and Jiahuan Zhou*, "Compositional Prompting for Aiti-Forgettingin Domain Incremental Learning", International Journal of Computer Vision (IJCV), DOI:https://doi.org/10.1007/s11263-024-02134-3, Jun. 2024. 【pdf】
  14. Qiwei Li, Kunlun Xu, Yuxin Peng and Jiahuan Zhou*, "Exemplar-Free Lifelong Person Re-identification via Prompt-Guided Adaptive Knowledge Consolidation", International Journal of Computer Vision (IJCV), DOI:https://doi.org/10.1007/s11263-024-02110-x, May. 2024. 【pdf】 【source code】
  15. Xiu-Shen Wei, Hong-Tao Yu, Anqi Xu, Faen Zhang and Yuxin Peng*, "MECOM: A Meta-Completion Network for Fine-Grained Recognition with Incomplete Multi-Modalities", IEEE Transactions on Image Processing(TIP), Vol. 33, pp. 3459-3469, May. 2024.【pdf】 【source code】
  16. Zhu Xu, Qingchao Chen, Yuxin Peng and Yang Liu*, "Pose and Interaction Aware Human Object Interaction Image Generation", The 41st International Conference on Machine Learning (ICML), Vienna, Austria, July 21-27, 2024. (Accept).【pdf】【source code】
  17. Hongbo Sun, Jiahuan Zhou, Xiangteng He, Jinglin Xu and Yuxin Peng*, "FineFMPL: Fine-grained Feature Mining Prompt Learning for Few-Shot Class Incremental Learning", 33rd International Joint Conference on Artificial Intelligence (IJCAI), pp. 1299-1307, Jeju, South Korea, August 3-9, 2024. 【pdf】【source code】
  18. Ruoyan Pi, Peng Wu, Yuxin Peng and Xiangteng He*, "EOGT: Video Anomaly Detection with Enhanced Object Information and Global Temporal Dependency", ACM Transactions on Multimedia Computing, Communications and Applications (TOMM), 2024. (Accept)【pdf】
  19. Ruoyan Pi, Jinglin Xu and Yuxin Peng*, "FE-VAD: High-Low Frequency Enhanced Weakly Supervised Video Anomaly Detection", 24 th IEEE International Conference on Multimedia and Expo (ICME), Niagra Falls, Canada, July 15 - 19, 2024. 【pdf】
  20. Zhenyu Cui, Jiahuan Zhou, Xun Wang, Manyu Zhu and Yuxin Peng*, "Learning Continual Compatible Representation for Re-indexing Free Lifelong Person Re-identification", 37th IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle WA, USA, June 17 - 21, 2024. 【pdf】【source code】
  21. Jinglin Xu, Yijie Guo and Yuxin Peng*, "FinePOSE: Fine-Grained Prompt-Driven 3D Human Pose Estimation via Diffusion Models", 37th IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle WA, USA, June 17 - 21, 2024. (Highlight, 11.9%) 【pdf】【source code】
  22. Jinglin Xu, Guohao Zhao, Sibo Yin, Wenhao Zhou and Yuxin Peng*, "FineSports: A Multi-person Hierarchical Sports Video Dataset for Fine-grained Action Understanding", 37th IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle WA, USA, June 17 - 21, 2024. 【pdf】【source code】
  23. Jinglin Xu, Sibo Yin, Guohao Zhao, Zishuo Wang and Yuxin Peng*, "FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessment", 37th IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle WA, USA, June 17 - 21, 2024. (Oral, 3.3%) 【pdf】【source code】
  24. Kunlun Xu, Xu Zou, Yuxin Peng and Jiahuan Zhou*, "Distribution-aware Knowledge Prototyping for Non-exemplar Lifelong Person Re-identification", 37th IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle WA, USA, June 17 - 21, 2024. 【pdf】【source code】
  25. Qiwei Li, Yuxin Peng and Jiahuan Zhou*, "FCS: Feature Calibration and Separation for Non-Exemplar Class Incremental Learning", 37th IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle WA, USA, June 17 - 21, 2024. 【pdf】【source code】
  26. Peng Wu, Jing Liu, Xiangteng He, Yuxin Peng, Peng Wang and Yanning Zhang, "Towards Video Anomaly Retrieval from Video Anomaly Detection: New Benchmarks and Model", IEEE Transactions on Image Processing (IEEE TIP), Vol. 33, pp. 2213-2225, Mar. 2024. 【pdf】【source code】
  27. Hongbo Sun, Xiangteng He and Yuxin Peng*, "HCL: Hierarchical Consistency Learning for Webly Supervised Fine-Grained Recognition", IEEE Transactions on Multimedia (TMM), Vol.26, pp. 5108-5119, Mar. 2024.【pdf】【source code】
  28. Yu Zhang, Zhiyong Cheng*, Fan Liu, Xun Yang and Yuxin Peng, "Decoupled domain-specific and domain-conditional representation learning for cross-domain recommendation", Information Processing & Management, Vol. 61, Issue 3, 103689, 2024. 【pdf】
  29. Zhaoda Ye, Yang Liu and Yuxin Peng*, "MAAN: Memory-Augmented Auto-regressive Network for Text-driven 3D Indoor Scene Generation", IEEE Transactions on Multimedia (TMM), 2024. 【pdf】
  30. Yanzhe Chen, Jiahuan Zhou and Yuxin Peng*, "SPIRIT: Style-guided Patch Interaction for Fashion Image Retrieval with Text Feedback", ACM Transactions on Multimedia Computing, Communications and Applications (TOMM), 2024.【pdf】【source code】
  31. 崔振宇, 周嘉欢, 彭宇新*, "跨模态目标重识别研究综述", 计算机科学 (创刊50周年特别专题综述论文) , 2024, 51(1): 13-25 【pdf】
  32. Yanzhe Chen, Huasong zhong, Xiangteng he, Yuxin Peng*, Jiahuan Zhou, Lele Cheng, "FashionERN: Enhance-and-Refine Network for Composed Fashion Image Retrieval", 38th AAAI Conference on Artificial Intelligence (AAAI), Vol. 38, No. 2, pp. 1228-1236, Vancouver, Canada, February 20 - 27, 2024.【pdf】【source code】
  33. Zhenyu Cui, Yuxin Peng*, Xun Wang, Manyu Zhu, Jiahuan Zhou, "Continual Vision-Language Retrieval via Dynamic Knowledge Rectification", 38th AAAI Conference on Artificial Intelligence (AAAI), Vancouver, Canada, February 20 - 27, 2024. 【pdf】
  34. Zichen Liu, Hongbo Sun, Yuxin Peng, Jiahuan Zhou*, "DART: Dual-Modal Adaptive Online Prompting and Knowledge Retention for Test-Time Adaptation", 38th AAAI Conference on Artificial Intelligence (AAAI), Vancouver, Canada, February 20 - 27, 2024. 【pdf】【source code】
  35. Wenhui Jiang, Yibo Cheng, Linxin Liu, Yuming Fang*, Yuxin Peng, Yang Liu, "Comprehensive Visual Grounding for Video Description", 38th AAAI Conference on Artificial Intelligence (AAAI), Vancouver, Canada, February 20 - 27, 2024. 【pdf】
  36. Hulingxiao He, Xiangteng He*, Yuxin Peng, Zifei Shan and Xin Su, "Firzen: Firing Strict Cold-Start Items with Frozen Heterogeneous and Homogeneous Graphs for Recommendation", 40th IEEE International Conference on Data Engineering (ICDE), Utrecht, Netherlands, May 13 - 16th, 2024. (Accept) 【pdf】【source code】
  37. Zhenyu Cui, Jiahuan Zhou and Yuxin Peng*, "DMA: Dual Modality-Aware Alignment for Visible-Infrared Person Re-Identification", IEEE Transactions on Information Forensics and Security (TIFS), DOI: 10.1109/TIFS.2024.3352408, 2024. 【pdf】【source code】
2023:
  1. Xiu-Shen Wei, He-Yang Xu, Zhiwen Yang, Chen-Long Duan and Yuxin Peng*, "Negatives Make A Positive: An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 46, no. 4, pp. 2091-2103, Apr. 2024.
    2. 【pdf】
  2. Kunlun Xu, Yuxin Peng and Jiahuan Zhou*, "Uncover the Body: Occluded Person Re-identification via Masked Image Modeling", 12rd International Conference on Image and Graphics (ICIG), Nanjing, China, Sep.22 - 24, 2023. 【pdf】
  3. Zijun Deng, Xiangteng He and Yuxin Peng*, "Lightweight Video Diffusion Model", China National Conference on Multimedia (ChinaMM), Kunming, Yunnan, China, Aug. 2-4, 2023.【pdf】
  4. HsiaoYuan Hsu, Xiangteng He and Yuxin Peng*, "DensityLayout: Density-conditioned Layout GAN for Visual-textual Presentation Designs", 13rd International Conference on Image and Graphics (ICIG), pp. 187–199, Nanjing, China, Sep.22 - 24, 2023.【pdf】
  5. Zijun Deng, Xiangteng He and Yuxin Peng*, "Efficiency-optimized Video Diffusion Models", 31st ACM Multimedia Conference (ACM MM), pp. 7295-7303, Ottawa, Canada, Oct.29 - Nov.3, 2023.【pdf】
  6. Zijun Deng, Xiangteng He, Yuxin Peng*, Xiongwei Zhu and Lele Cheng, "MV-Diffusion: Motion-aware Video Diffusion Model", 31st ACM Multimedia Conference (ACM MM), pp. 7255-7263, Ottawa, Canada, Oct.29 - Nov.3, 2023.【pdf】
  7. Yanzhe Chen, Huasong Zhong, Xiangteng He, Yuxin Peng* and Lele Cheng, "Real20M: A Large-scale E-commerce Dataset for Cross-domain Retrieval", 31st ACM Multimedia Conference (ACM MM), pp. 4939–4948, Ottawa, Canada, Oct.29 - Nov.3, 2023.【pdf】【source code】
  8. Hongbo Sun, Xiangteng He, Jiahuan Zhou and Yuxin Peng*, "Fine-Grained Visual Prompt Learning of Vision-Language Models for Image Recognition", 31st ACM Multimedia Conference (ACM MM), pp. 5828–5836, Ottawa, Canada, Oct.29 - Nov.3, 2023. 【pdf】
  9. Xiu-Shen Wei, Yang Shen, Xuhao Sun, Peng Wang and Yuxin Peng*, "Attribute-Aware Deep Hashing with Self-Consistency for Large-Scale Fine-Grained Image Retrieval", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 45, no. 11, pp. 13904-13920, 1 Nov. 2023. 【pdf】
  10. Yulin Pan, Xiangteng He, Biao Gong, Yiliang Lv, Yujun Shen, Yuxin Peng, Deli Zhao, "Scanning Only Once: An End-to-end Framework for Fast Temporal Grounding in Long Videos", The 19th International Conference on Computer Vision (ICCV), pp. 13767-13777, Paris, France, Oct. 2-6, 2023. 【pdf】【source code】
  11. Zijing Zhao, Sitong Wei, Qingchao Chen, Dehui Li, Yifan Yang, Yuxin Peng and Yang Liu, "Masked Retraining Teacher-Student Framework for Domain Adaptive Object Detection", The 19th International Conference on Computer Vision (ICCV), Paris, France, Oct. 2-6, 2023. 【pdf】
  12. Ting Lei, Fabian Caba, Qingchao Chen, Hailin Jin, Yuxin Peng and Yang Liu, "Efficient Adaptive Human-Object Interaction Detection with Concept-guided Memory", The 19th International Conference on Computer Vision (ICCV), Paris, France, Oct. 2-6, 2023. 【pdf】
  13. Yang Liu, Jiahua Zhang, Qingchao Chen and Yuxin Peng, "Confidence-aware Pseudo-label Learning for Weakly Supervised Visual Grounding, The 19th International Conference on Computer Vision (ICCV), Paris, France, Oct. 2-6, 2023. 【pdf】
  14. Minghang Zheng, Shaogang Gong, Hailin Jin, Yuxin Peng and Yang Liu, "Generating Structured Pseudo Labels for Noise-resistant Zero-shot Video Sentence Localization", Annual Meeting of the Association for Computational Linguistics (ACL), Toronto, Canada, Jul. 9-14, 2023. 【pdf】
  15. Zijun Deng, Xiangteng He and Yuxin Peng*, "LFR-GAN: Local Feature Refinement based Generative Adversarial Network for Text-to-Image Generation", ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), Vol. 19, No. 6, pp. 1-18, Jul. 2023. 【pdf】【source code】【introduction】
  16. HsiaoYuan Hsu, Xiangteng He, Yuxin Peng*, Hao Kong and Qing Zhang, "PosterLayout: A New Benchmark and Approach for Content-Aware Visual-Textual Presentation Layout", 36th IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 6018-6026, Vancouver, Canada, Jun. 18-22, 2023. 【pdf】【source code】【introduction】【dataset】
  17. Zhiyong Cheng, Sai Han, Fan Liu, Lei Zhu, Zan Gao and Yuxin Peng, "Multi-Behavior Recommendation with Cascading Graph Convolution Networks", 30th ACM International World Wide Web Conference (WWW), Austin, Texas, USA, Apr. 30-May 4, 2023. 【pdf】
  18. Xiu-Shen Wei, Yu-Yan Xu, Chen-Lin Zhang, Gui-Song Xia and Yuxin Peng, "CAT: A Coarse-to-fine Attention Tree for Semantic Change Detection", Visual Intelligence (VI), 2023. 【pdf】
  19. Ansong Li, Zhiyong Cheng, Fan Liu, Zan Gao, Weili Guan and Yuxin Peng, "Disentangled Graph Neural Networks for Session-based Recommendation", IEEE Transactions on Knowledge and Data Engineering (TKDE), Vol. 35, No. 8, pp. 7870-7882, Aug. 2023. 【pdf】
  20. Zhenyu Cui, Jiahuan Zhou, Yuxin Peng*, Shiliang Zhang and Yaowei Wang, "DCR-ReID: Deep Component Reconstruction for Cloth-Changing Person Re-Identification", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Vol. 33, No. 8, pp. 4415-4428, Aug. 2023. 【pdf】【source code】【introduction】
  21. Duoduo Feng, Xiangteng He and Yuxin Peng*, "MKVSE: Multimodal Knowledge Enhanced Visual-Semantic Embedding for Image-Text Retrieval", ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), Vol. 19, No. 5, pp. 1–21, Mar. 2023. 【pdf】【source code】【introduction】
  22. Minghang Zheng, Sizhe Li, Qingchao Chen, Yuxin Peng, Yang Liu, "Phrase level Temporal Relationship Mining for Temporal Sentence Localization", 37th AAAI Conference on Artificial Intelligence (AAAI), Washington, D.C., USA, Feb. 7–14, 2023.
    23. 【pdf】
2022:
  1. Xiu-Shen Wei, Yi-Zhe Song, Oisin Mac Aodha, Jianxin Wu, Yuxin Peng, Jinhui Tang, Jian Yang and Serge Belongie, "Fine-Grained Image Analysis with Deep Learning: A Survey", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), Vol. 44, No. 12, pp. 8927-8948, Dec. 2022. (SCI, EI)(ESI高被引论文) 【pdf】【ESI高被引证明】
  2. Yanzhe Chen, HsiaoYuan Hsu, James Ye, Zhiwen Yang, Zishuo Wang, Xiangteng He, and Yuxin Peng*, "PKU_WICT at TRECVID 2022: Disaster Scene Description and Indexing Task" , Virtual, Online, USA, Dec. 6-9, 2022. 【pdf】
  3. Xiu-Shen Wei, He-Yang Xu, Faen Zhang, Yuxin Peng* and Wei Zhou, "An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning”, The 36th Conference on Neural Information Processing Systems (NeurIPS), New Orleans, USA, Nov. 26-Dec. 4, 2022.【pdf】
  4. Ruoyan Pi, Xiangteng He and Yuxin Peng*, "Weakly Supervised Video Anomaly Detection with Temporal and Abnormal Information" The 5th Chinese Conference on Pattern Recognition and Computer Vision (PRCV), pp. 594–608, Shenzhen, China, Nov. 4-7, 2022. 【pdf】
  5. Zhaoda Ye, Xiangteng He and Yuxin Peng*, "Unsupervised Cross-media Hashing Learning via Knowledge Graph", Chinese Journal of Electronics (CJE), Vol. 32, DOI:10.23919/cje.2021.00.455, Oct. 2022. 【pdf】
  6. Xin Jia, Shourui Yang, Yunbo Wang, Jianhua Zhang, Yuxin Peng and Shengyong Chen. "Dual-view 3D Reconstruction via Learning Correspondence and Dependency of Point Cloud Regions." IEEE Transactions on Image Processing (TIP), Vol. 31, pp. 6831-6846, Oct. 2022. (SCI, EI) 【pdf】
  7. Hongbo Sun, Xiangteng He and Yuxin Peng*, "SIM-Trans: Structure Information Modeling Transformer for Fine-grained Visual Categorization", 30th ACM Multimedia Conference (ACM MM), pp. 5853–5861, Lisbon, Portugal, Oct. 10-14, 2022. (Oral, Full Paper) (EI) 【pdf】【source code】【PPT】
  8. Yunbo Wang and Yuxin Peng*, "MARS: Learning Modality-Agnostic Representation for Scalable Cross-media Retrieval", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Vol. 32, No. 7, pp. 4765-4777, Jul. 2022. (SCI, EI) 【pdf】【source code】
  9. Xiangteng He#, Yulin Pan#, Mingqian Tang, Yiliang Lv and Yuxin Peng*, "Learn from Unlabeled Videos for Near-duplicate Video Retrieval”, The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval (ACM SIGIR), pp. 1002-1011, Madrid, Spain, Jul. 11-15, 2022. (Oral, Full Paper) (EI) 【pdf】【introduction】【PPT】
  10. Minghang Zheng, Yanjie Huang, Qingchao Chen, Yuxin Peng and Yang Liu, "Weakly Supervised Temporal Sentence Grounding with Gaussian-based Contrastive Proposal Learning", 35th IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 15555-15564, New Orleans, Louisiana, USA, Jun. 19-23, 2022. (Full Paper) (EI) 【pdf】【source code】【introduction】
  11. Yuxin Peng*, Zhaoda Ye, Jinwei Qi and Yunkan Zhuo, "Unsupervised Visual-textual Correlation Learning with Fine-grained Semantic Alignment", IEEE Transactions on Cybernetics (TCYB), Vol. 52, No. 5, pp. 3669-3683, May. 2022. (SCI, EI) 【pdf】【source code】
  12. Xiushen Wei, Shulin Xu, Hao Chen, Liang Xiao* and Yuxin Peng*, "Prototype-based Classifier Learning for Long-Tailed Visual Recognition", Science China Information Sciences (SCIS), Vol. 65, No. 6, p. 160105, May. 2022. (SCI, EI) 【pdf】【introduction】
  13. Xin Jia, Yunbo Wang, Yuxin Peng and Shengyong Chen, "Semantic association enhancement transformer with relative position for image captioning." Multimedia Tools and Applications (MTAP), Vol. 81, No. 15, pp. 21349–21367, Mar. 2022. (SCI, EI) 【pdf】
  14. Yakun Ju, Yuxin Peng, Muwei Jian, Feng Gao and Junyu Dong, "Learning conditional photometric stereo with high-resolution features", Computational Visual Media (CVM), Vol. 8, No. 1, pp. 105-118, Mar. 2022. (SCI, EI)【pdf】
2021:
  1. Xin Huang, Yuxin Peng* and Zhang Wen, "Visual–Textual Hybrid Sequence Matching for Joint Reasoning", IEEE Transactions on Cybernetics (TCYB), Vol. 51, No. 12, pp. 5692-5705, Dec. 2021.(SCI, EI)【pdf】【source code】
  2. 何相腾, 彭宇新*, "跨域和跨模态适应学习的无监督细粒度视频分类", 软件学报, 2021年11月, 第32卷第11期, 3482-3495页.(EI)【pdf】
  3. Yuxin Peng*, Jinwei Qi, Zhaoda Ye and Yunkan Zhuo, "Hierarchical Visual-Textual Knowledge Distillation for Life-Long Correlation Learning", International Journal of Computer Vision (IJCV), Vol. 129, No. 4, pp. 921-941, Apr. 2021.(SCI, EI)【pdf】
  4. Zhang Wen and Yuxin Peng*, "Multi-level Knowledge Injecting for Visual Commonsense Reasoning", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Vol. 31, No. 3, pp. 1042-1054, Mar. 2021.(SCI, EI)【pdf】【source code】
2020:
  1. Yuxin Peng*, Zhaoda Ye, Junchao Zhang and Hongbo Sun, "PKU_WICT at TRECVID 2020: Instance Search Task", TRECVID, Virtual, Online, USA, Dec. 8-11, 2020.【pdf】
  2. Junchao Zhang and Yuxin Peng*, "Video Captioning with Object-Aware Spatio-Temporal Correlation and Aggregation", IEEE Transactions on Image Processing (TIP), Vol. 29, pp. 6209-6222, 2020.(SCI, EI)【pdf】【source code】
  3. Yuxin Peng*, Jinwei Qi and Yunkan Zhuo, "MAVA: Multi-level Adaptive Visual-textual Alignment by Cross-media Bi-attention Mechanism", IEEE Transactions on Image Processing (TIP), Vol. 29, pp. 2728-2741, 2020.(SCI, EI)【pdf】【source code】
  4. Mingkuan Yuan and Yuxin Peng*, "Bridge-GAN: Interpretable Representation Learning for Text-to-image Synthesis", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Vol. 30, No. 11, pp. 4258-4268, Nov. 2020.(SCI, EI)【pdf】【source code】
  5. Yuxin Peng* and Jingze Chi, "Unsupervised Cross-media Retrieval Using Domain Adaptation with Scene Graph", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Vol. 30, No. 11, pp. 4368-4379, Nov. 2020.(SCI, EI)【pdf】【source code】
  6. Mingkuan Yuan and Yuxin Peng*, "CKD: Cross-task Knowledge Distillation for Text-to-image Synthesis", IEEE Transactions on Multimedia (TMM), Vol. 22, No. 8, pp. 1955-1968, Aug. 2020.(SCI, EI)【pdf】【source code】
  7. Yuxin Peng*, Jian Zhang and Zhaoda Ye, "Deep Reinforcement Learning for Image Hashing", IEEE Transactions on Multimedia (TMM), Vol. 22, No. 8, pp. 2061-2073, Aug. 2020.(SCI, EI)【pdf】【source code】
  8. Yuxin Peng* and Jinwei Qi, "Quintuple-media Joint Correlation Learning with Deep Compression and Regularization", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Vol. 30, No. 8, pp. 2709-2722, Aug. 2020.(SCI, EI)【pdf】【source code】
  9. Yuxin Peng* and Jinwei Qi, "Reinforced Cross-Media Correlation Learning by Context-Aware Bidirectional Translation", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Vol. 30, No. 6, pp. 1718-1731, Jun. 2020.(SCI, EI)【pdf】【source code】
  10. Junjie Zhao, Yuxin Peng* and Xiangteng He, "Attribute Hierarchy based Multi-task Learning for Fine-grained Image Classification", Neurocomputing, Vol. 395, pp. 150-159, Jun. 2020.(SCI, EI)【pdf】
  11. Jingze Chi and Yuxin Peng*, "Zero-shot Cross-media Embedding Learning with Dual Adversarial Distribution Network", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Vol. 30, No. 4, pp. 1173-1187, Apr. 2020.(SCI, EI)【pdf】【source code】
  12. Xin Jia, Shourui Yang, Yuxin Peng, Junchao Zhang and Shengyong Chen, "DV-Net: Dual-view network for 3D reconstruction by fusing multiple sets of gated control point clouds", Pattern Recognition Letters (PRL), Vol. 131, pp. 376-382, Mar. 2020.(SCI, EI)【pdf】
  13. Xin Huang, Yuxin Peng* and Mingkuan Yuan, "MHTN: Modal-adversarial Hybrid Transfer Network for Cross-modal Retrieval", IEEE Transactions on Cybernetics (TCYB), Vol. 50, No. 3, pp. 1047-1059, Mar. 2020.(SCI, EI)【pdf】【source code】
  14. Xin Huang, Yuxin Peng* and Zhang Wen, "RCE-HIL: Recognizing Cross-media Entailment with Heterogeneous Interactive Learning", ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), Vol. 16, No. 1, p. 5, Feb. 2020.(SCI, EI)【pdf】【source code】
  15. Xiangteng He and Yuxin Peng*, "Fine-grained Visual-textual Representation Learning", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Vol. 30, No. 2, pp. 520-531, Feb. 2020.(SCI, EI)【pdf】
  16. Jian Zhang, Yuxin Peng* and Mingkuan Yuan, "SCH-GAN: Semi-supervised Cross-modal Hashing by Generative Adversarial Network", IEEE Transactions on Cybernetics (TCYB), Vol. 50, No. 2, pp. 489-502, Feb. 2020.(SCI, EI)【pdf】【source code】
  17. Jian Zhang and Yuxin Peng*, "Multi-pathway Generative Adversarial Hashing for Unsupervised Cross-modal Retrieval", IEEE Transactions on Multimedia (TMM), Vol. 22, No. 1, pp. 174-187, Jan. 2020.(SCI, EI)【pdf】【source code】
2019:
  1. Zhaoda Ye and Yuxin Peng*, "Sequential Cross-Modal Hashing Learning via Multi-scale Correlation Mining", ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), Vol. 15, No. 4, p. 105, Dec. 2019.(SCI, EI)【pdf】【source code】
  2. Yuxin Peng*, Zhang Wen, Yunkan Zhuo, Junchao Zhang, Zhaoda Ye and Hongbo Sun, "PKU_ICST at TRECVID 2019: Instance Search Task", TRECVID, Gaithersburg, MD, USA, Nov. 12-13, 2019.(EI)【pdf】
  3. Xin Huang and Yuxin Peng*, "TPCKT: Two-level Progressive Cross-media Knowledge Transfer", IEEE Transactions on Multimedia (TMM), Vol. 21, No. 11, pp. 2850-2862, Nov. 2019.(SCI, EI)【pdf】【source code】
  4. Xiangteng He, Yuxin Peng* and Liu Xie, "A New Benchmark and Approach for Fine-grained Cross-media Retrieval", 27th ACM Multimedia Conference (ACM MM), pp. 1740-1748, Nice, France, Oct. 21-25, 2019.(Full Paper)(EI, ISTP)【pdf】【source code】【dataset】
  5. Xiangteng He, Yuxin Peng* and Junjie Zhao, "Which and How Many Regions to Gaze: Focus Discriminative Regions for Fine-grained Visual Categorization", International Journal of Computer Vision (IJCV), Vol. 127, No. 9, pp. 1235-1255, Sep. 2019.(SCI, EI)【pdf】
  6. Kangle Deng#, Tianyi Fei#, Xin Huang and Yuxin Peng*, "IRC-GAN: Introspective Recurrent Convolutional GAN for Text-to-video Generation", 28th International Joint Conference on Artificial Intelligence (IJCAI), pp. 2216-2222, Macao, China, Aug. 10-16, 2019.(Oral, Full Paper)(EI)【pdf】
  7. Yuxin Peng* and Jinwei Qi, "Show and Tell in the Loop: Cross-Modal Circular Correlation Learning", IEEE Transactions on Multimedia (TMM), Vol. 21, No. 6, pp. 1538-1550, Jun. 2019.(SCI, EI)【pdf】
  8. Junchao Zhang and Yuxin Peng*, "Object-aware Aggregation with Bidirectional Temporal Graph for Video Captioning", 32nd IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 8327–8336, Long Beach, California, USA, Jun. 16-20, 2019.(Full Paper)(EI, SITP)【pdf】【source code】
  9. 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), Vol. 29, No. 5, pp. 1394-1407, May. 2019.(SCI, EI)【pdf】【source code】
  10. 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4月, 第30卷第4期, 884~895页.(EI)【pdf】【source code】
  11. 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), Vol. 29, No. 3, pp. 773-786, Mar. 2019.(SCI)【pdf】【source code】
  12. Yuxin Peng* and Jinwei Qi, "CM-GANs: Cross-modal Generative Adversarial Networks for Common Representation Learning", ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), Vol. 15, No. 1, p. 22, Feb. 2019.(SCI, EI)【pdf】【source code】
  13. 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), Vol. 29, No. 1, pp. 212-225, Jan. 2019.(SCI, EI)【pdf】【source code】
  14. 彭宇新*, 綦金玮, 黄鑫, "多媒体内容理解的研究现状与展望", 计算机研究与发展 (60周年特刊特邀综述论文), 2019年1月, 第56卷第1期, 183~208页.(EI)【pdf】
  15. Junchao Zhang and Yuxin Peng*, "Hierarchical Vision-Language Alignment for Video Captioning", 25th International Conference on MultiMedia Modeling (MMM), pp. 42-54, Thessaloniki, Greece, Jan. 8-11, 2019.(EI, ISTP)(Best Paper Award)【pdf】【source code】
2018:
  1. 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】【source code】
  2. 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】
  3. Yuxin Peng*, Xin Huang, Yunkan Zhuo, Zhaoda Ye, Zhang Wen, Jingze Chi and Junchao Zhang, "PKU_ICST at TRECVID 2018: Instance Search Task", TRECVID, Gaithersburg, MD, USA, Nov. 13-15, 2018.(EI)【pdf】
  4. 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, ISTP)【pdf】
  5. 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, ISTP)【pdf】
  6. 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, ISTP)【pdf】
  7. 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, ISTP)【pdf】
  8. Chenrui Zhang and Yuxin Peng*, "Stacking VAE and GAN for Context-aware Text-to-Image Generation", 4th IEEE International Conference on Multimedia Big Data (BigMM), Xi'an, China, Sep. 13-16, 2018.(EI, ISTP)【pdf】
  9. 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】【source code】
  10. 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】【dataset】
  11. 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, Aug. 18–19, 2018.(EI, ISTP)【pdf】
  12. 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】
  13. 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】
  14. 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】
  15. 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】
  16. 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】
  17. 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】
  18. 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】
  19. Xin Huang and Yuxin Peng*, "Deep Cross-media Knowledge Transfer", 31st IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 8837–8846, Salt Lake City, Utah, USA, Jun. 18-22, 2018.(Spotlight, Full Paper)(EI, ISTP)【pdf】【source code】
  20. 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), Yangzhou, China, May. 11-13, 2018.(Best Paper Award)【pdf】
  21. Xin Huang and Yuxin Peng*, "Progressive Cross-media Correlation Learning", 13rd Conference on Application of Image and Graphics Technology (IGTA), pp. 201-211, Beijing, China, Apr. 8-10, 2018.(Oral)(EI)【pdf】
  22. 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)(ESI高被引论文)【pdf】【source code】【ESI高被引证明】
  23. 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】【source code】
  24. 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, ISTP)【pdf】
  25. 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, ISTP)【pdf】
  26. Jian Zhang, Yuxin Peng* and Mingkuan Yuan, "Unsupervised Generative Adversarial Cross-modal Hashing", 32nd AAAI Conference on Artificial Intelligence (AAAI), pp. 539-546, New Orleans, Louisiana, USA, Feb. 2–7, 2018.(Full Paper)(EI, ISTP)【pdf】【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】
  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.(EI)【pdf】
  3. Mingkuan Yuan, Xin Huang and Yuxin Peng*, "Cross-media Residual Correlation Learning", Applied Informatics, Vol. 4, No. 1, pp. 1-9, Oct. 2017.【pdf】
  4. 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, California, USA, Oct. 23-27, 2017.(Full Paper)(EI)【pdf】【source code】
  5. 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】
  6. 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】
  7. 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】
  8. 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】【source code】
  9. Xiangteng He and Yuxin Peng*, "Fine-grained Image Classification via Combining Vision and Language", 30th IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 5994-6002, Honolulu, Hawaii, USA, Jul. 21-26, 2017.(Full Paper)(EI)【pdf】
  10. 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.(Full Paper)(EI)【pdf】
  11. 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】
  12. Chao Zhu and Yuxin Peng*, "Discriminative Latent Semantic Feature Learning for Pedestrian Detection", Neurocomputing, Vol. 238, pp. 126-138, May. 2017.(SCI, EI)【pdf】
  13. 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】
  14. 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】【source code】
  15. Xiangteng He and Yuxin Peng*, "Weakly Supervised Learning of Part Selection Model with Spatial Constraints for Fine-grained Image Classification", 31st AAAI Conference on Artificial Intelligence (AAAI), pp. 4075-4081, San Francisco, California, USA, Feb. 4-9, 2017.(Full Paper)(EI)【pdf】
  16. 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.(EI)【pdf】
  2. Jinwei Qi, Xin Huang and Yuxin Peng*, "Cross-media Retrieval by Multimodal Representation Fusion with Deep Networks", 13rd 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/CVF 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.(EI)【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. (EI)【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. (EI)【pdf】
2012:
  1. Zhiwu Lu and Yuxin Peng*, "Heterogeneous Constraint Propagation with Constrained Sparse Representation", 12nd 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", 11st 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. (Full Paper)(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. (Full Paper)(EI)【pdf】
  5. Zhiwu Lu, Yuxin Peng* and Horace H.S. Ip, "Spectral Learning of Latent Semantics for Action Recognition", 13rd International Conference of Computer Vision (ICCV), pp. 1503-1510, Barcelona, Spain, Nov. 2011. (Full Paper)(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", 11st 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. (Full Paper)(EI)
  3. Zhiwu Lu, Yuxin Peng* and Jianguo Xiao, "Unsupervised Learning of Finite Mixtures Using Entropy Regularization and Its Application to Image Segmentation", 21st IEEE/CVF International Conference on Computer Vision and Pattern Recognition (CVPR), pp. 641-648, Alaska, USA, Jun. 23-28, 2008.(Full Paper) (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, California 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)