Lei Zhang
  1. CvT: Introducing Convolutions to Vision Transformers
    Haiping Wu, Bin Xiao, Noel Codella, Mengchen Liu, Xiyang Dai, Lu Yuan and Lei Zhang
    International Conference on Computer Vision (ICCV), 2021
    @inproceedings{wu2021cvt,
      title = {CvT: Introducing Convolutions to Vision Transformers},
      author = {Wu, Haiping and Xiao, Bin and Codella, Noel and Liu, Mengchen and Dai, Xiyang and Yuan, Lu and Zhang, Lei},
      booktitle = {International Conference on Computer Vision (ICCV)},
      month = oct,
      year = {2021},
      code = {https://github.com/microsoft/CvT}
    }
    
  2. Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding
    Pengchuan Zhang, Xiyang Dai, Jianwei Yang, Bin Xiao, Lu Yuan, Lei Zhang and Jianfeng Gao
    International Conference on Computer Vision (ICCV), 2021
    @inproceedings{zhang2021msvit,
      title = {Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding},
      author = {Zhang, Pengchuan and Dai, Xiyang and Yang, Jianwei and Xiao, Bin and Yuan, Lu and Zhang, Lei and Gao, Jianfeng},
      booktitle = {International Conference on Computer Vision (ICCV)},
      month = oct,
      year = {2021},
      code = {https://github.com/microsoft/vision-longformer}
    }
    
  3. Dynamic DETR: End-to-End Object Detection with Dynamic Attention
    Xiyang Dai, Yinpeng Chen, Jianwei Yang, Pengchuan Zhang, Lu Yuan and Lei Zhang
    International Conference on Computer Vision (ICCV), 2021
    @inproceedings{dai2021dynamicdetr,
      title = {Dynamic DETR: End-to-End Object Detection with Dynamic Attention},
      author = {Dai, Xiyang and Chen, Yinpeng and Yang, Jianwei and Zhang, Pengchuan and Yuan, Lu and Zhang, Lei},
      booktitle = {International Conference on Computer Vision (ICCV)},
      month = oct,
      year = {2021}
    }
    
  4. MicroNet: Improving Image Recognition with Extremely Low FLOPs
    Yunsheng Li, Yinpeng Chen, Xiyang Dai, Dongdong Chen, Mengchen Liu, Lu Yuan, Zicheng Liu, Lei Zhang and Nuno Vasconcelos
    International Conference on Computer Vision (ICCV), 2021
    @inproceedings{li2021micronet,
      title = {MicroNet: Improving Image Recognition with Extremely Low FLOPs},
      author = {Li, Yunsheng and Chen, Yinpeng and Dai, Xiyang and Chen, Dongdong and Liu, Mengchen and Yuan, Lu and Liu, Zicheng and Zhang, Lei and Vasconcelos, Nuno},
      booktitle = {International Conference on Computer Vision (ICCV)},
      month = oct,
      year = {2021}
    }
    
  5. Improve Unsupervised Pretraining for Few-label Transfer
    Suichan Li, Dongdong Chen, Yinpeng Chen, Lu Yuan, Lei Zhang, Qi Chu, Bin Liu and Nenghai Yu
    International Conference on Computer Vision (ICCV), 2021
    @inproceedings{li2021improve,
      title = {Improve Unsupervised Pretraining for Few-label Transfer},
      author = {Li, Suichan and Chen, Dongdong and Chen, Yinpeng and Yuan, Lu and Zhang, Lei and Chu, Qi and Liu, Bin and Yu, Nenghai},
      booktitle = {International Conference on Computer Vision (ICCV)},
      month = oct,
      year = {2021}
    }
    
  6. Lite-HRNet: A Lightweight High-Resolution Network
    Changqian Yu, Bin Xiao, Changxin Gao, Lu Yuan, Lei Zhang, Nong Sang and Jingdong Wang
    Computer Vision and Pattern Recognition (CVPR), 2021
    @inproceedings{yu2021litehrnet,
      title = {Lite-HRNet: A Lightweight High-Resolution Network},
      author = {Yu, Changqian and Xiao, Bin and Gao, Changxin and Yuan, Lu and Zhang, Lei and Sang, Nong and Wang, Jingdong},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      month = jun,
      year = {2021},
      code = {https://github.com/HRNet/Lite-HRNet}
    }
    
  7. Unsupervised Part Segmentation through Disentangling Appearance and Shape
    Shilong Liu, Lei Zhang, Xiao Yang, Hang Su and Jun Zhu
    Computer Vision and Pattern Recognition (CVPR), 2021
    @inproceedings{liu2021unsupervised,
      title = {Unsupervised Part Segmentation through Disentangling Appearance and Shape},
      author = {Liu, Shilong and Zhang, Lei and Yang, Xiao and Su, Hang and Zhu, Jun},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      month = jun,
      year = {2021}
    }
    
  8. TAP: Text-Aware Pre-training for Text-VQA and Text-Caption
    Zhengyuan Yang, Yijuan Lu, Jianfeng Wang, Xi Yin, Dinei Florencio, Lijuan Wang, Cha Zhang, Lei Zhang and Jiebo Luo
    Computer Vision and Pattern Recognition (CVPR), 2021
    @inproceedings{yang2021tap,
      title = {TAP: Text-Aware Pre-training for Text-VQA and Text-Caption},
      author = {Yang, Zhengyuan and Lu, Yijuan and Wang, Jianfeng and Yin, Xi and Florencio, Dinei and Wang, Lijuan and Zhang, Cha and Zhang, Lei and Luo, Jiebo},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      month = jun,
      year = {2021}
    }
    
  9. Unsupervised Pre-training for Person Re-identification
    Dengpan Fu, Dongdong Chen, Jianmin Bao, Hao Yang, Lu Yuan, Lei Zhang, Houqiang Li and Dong Chen
    Computer Vision and Pattern Recognition (CVPR), 2021
    @inproceedings{fu2021unsupervised,
      title = {Unsupervised Pre-training for Person Re-identification},
      author = {Fu, Dengpan and Chen, Dongdong and Bao, Jianmin and Yang, Hao and Yuan, Lu and Zhang, Lei and Li, Houqiang and Chen, Dong},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      month = jun,
      year = {2021}
    }
    
  10. DAP: Detection-Aware Pre-training with Weak Supervision
    Yuanyi Zhong, Jianfeng Wang, Lijuan Wang, Jian Peng, Yu-Xiong Wang and Lei Zhang
    Computer Vision and Pattern Recognition (CVPR), 2021
    @inproceedings{zhong2021dap,
      title = {DAP: Detection-Aware Pre-training with Weak Supervision},
      author = {Zhong, Yuanyi and Wang, Jianfeng and Wang, Lijuan and Peng, Jian and Wang, Yu-Xiong and Zhang, Lei},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      month = jun,
      year = {2021}
    }
    
  11. VinVL: Revisiting Visual Representations in Vision-Language Models
    Pengchuan Zhang, Xiujun Li, Xiaowei Hu, Jianwei Yang, Lei Zhang, Lijuan Wang, Yejin Choi and Jianfeng Gao
    Computer Vision and Pattern Recognition (CVPR), 2021
    @inproceedings{zhang2021vinvl,
      title = {VinVL: Revisiting Visual Representations in Vision-Language Models},
      author = {Zhang, Pengchuan and Li, Xiujun and Hu, Xiaowei and Yang, Jianwei and Zhang, Lei and Wang, Lijuan and Choi, Yejin and Gao, Jianfeng},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      month = jun,
      year = {2021},
      code = {https://github.com/microsoft/Oscar}
    }
    
  12. Dynamic Head: Unifying Object Detection Heads with Attentions
    Xiyang Dai, Yinpeng Chen, Bin Xiao, Dongdong Chen, Mengchen Liu, Lu Yuan and Lei Zhang
    Computer Vision and Pattern Recognition (CVPR), 2021
    @inproceedings{dai2021dynamic,
      title = {Dynamic Head: Unifying Object Detection Heads with Attentions},
      author = {Dai, Xiyang and Chen, Yinpeng and Xiao, Bin and Chen, Dongdong and Liu, Mengchen and Yuan, Lu and Zhang, Lei},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      month = jun,
      year = {2021},
      code = {https://github.com/microsoft/DynamicHead}
    }
    
  13. SEED: Self-supervised Distillation For Visual Representation
    Zhiyuan Fang, Jianfeng Wang, Lijuan Wang, Lei Zhang, Yezhou Yang and Zicheng Liu
    International Conference on Learning Representations (ICLR), 2021
    @inproceedings{fang2021seed,
      title = {SEED: Self-supervised Distillation For Visual Representation},
      author = {Fang, Zhiyuan and Wang, Jianfeng and Wang, Lijuan and Zhang, Lei and Yang, Yezhou and Liu, Zicheng},
      booktitle = {International Conference on Learning Representations (ICLR)},
      year = {2021}
    }
    
  14. Oscar: Object-semantics aligned pre-training for vision-language tasks
    Xiujun Li, Xi Yin, Chunyuan Li, Pengchuan Zhang, Xiaowei Hu, Lei Zhang, Lijuan Wang, Houdong Hu, Li Dong, Furu Wei, Yejin Choi and Jianfeng Gao
    European Conference on Computer Vision (ECCV), 2020
    @inproceedings{li2020oscar,
      title = {Oscar: Object-semantics aligned pre-training for vision-language tasks},
      author = {Li, Xiujun and Yin, Xi and Li, Chunyuan and Zhang, Pengchuan and Hu, Xiaowei and Zhang, Lei and Wang, Lijuan and Hu, Houdong and Dong, Li and Wei, Furu and Choi, Yejin and Gao, Jianfeng},
      booktitle = {European Conference on Computer Vision (ECCV)},
      month = aug,
      year = {2020},
      organization = {Springer},
      code = {https://github.com/microsoft/Oscar}
    }
    
  15. Boosting Weakly Supervised Object Detection with Progressive Knowledge Transfer
    Yuanyi Zhong, Jianfeng Wang, Jian Peng and Lei Zhang
    European Conference on Computer Vision (ECCV), 2020
    @inproceedings{zhong2020boosting,
      title = {Boosting Weakly Supervised Object Detection with Progressive Knowledge Transfer},
      author = {Zhong, Yuanyi and Wang, Jianfeng and Peng, Jian and Zhang, Lei},
      booktitle = {European Conference on Computer Vision (ECCV)},
      month = aug,
      year = {2020},
      organization = {Springer}
    }
    
  16. HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation
    Bowen Cheng, Bin Xiao, Jingdong Wang, Honghui Shi, Thomas S Huang and Lei Zhang
    Computer Vision and Pattern Recognition (CVPR), 2020
    @inproceedings{cheng2020higherhrnet,
      title = {HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation},
      author = {Cheng, Bowen and Xiao, Bin and Wang, Jingdong and Shi, Honghui and Huang, Thomas S and Zhang, Lei},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      pages = {5386--5395},
      month = jun,
      year = {2020}
    }
    
  17. Unified Vision-Language Pre-training for Image Captioning and VQA
    Luowei Zhou, Hamid Palangi, Lei Zhang, Houdong Hu, Jason J Corso and Jianfeng Gao
    AAAI Conference on Artificial Intelligence (AAAI), 2020
    @inproceedings{zhou2020unified,
      title = {Unified Vision-Language Pre-training for Image Captioning and VQA},
      author = {Zhou, Luowei and Palangi, Hamid and Zhang, Lei and Hu, Houdong and Corso, Jason J and Gao, Jianfeng},
      booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
      month = feb,
      year = {2020},
      code = {https://github.com/LuoweiZhou/VLP}
    }
    
  18. Vision-Language Navigation Policy Learning and Adaptation
    Xin Wang, Qiuyuan Huang, Asli Celikyilmaz, Jianfeng Gao, Dinghan Shen, Yuan-Fang Wang, William Wang and Lei Zhang
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
    @article{wang2020vision,
      title = {Vision-Language Navigation Policy Learning and Adaptation},
      author = {Wang, Xin and Huang, Qiuyuan and Celikyilmaz, Asli and Gao, Jianfeng and Shen, Dinghan and Wang, Yuan-Fang and Wang, William and Zhang, Lei},
      journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
      year = {2020},
      publisher = {IEEE}
    }
    
  19. Anchor box optimization for object detection
    Yuanyi Zhong, Jianfeng Wang, Jian Peng and Lei Zhang
    IEEE Winter Conference on Applications of Computer Vision (WACV), 2020
    @inproceedings{zhong2020anchor,
      title = {Anchor box optimization for object detection},
      author = {Zhong, Yuanyi and Wang, Jianfeng and Peng, Jian and Zhang, Lei},
      booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
      pages = {1286--1294},
      year = {2020}
    }
    
  20. TIGEr: Text-to-Image Grounding for Image Caption Evaluation
    Ming Jiang, Qiuyuan Huang, Lei Zhang, Xin Wang, Pengchuan Zhang, Zhe Gan, Jana Diesner and Jianfeng Gao
    Empirical Methods in Natural Language Processing (EMNLP), 2019
    @inproceedings{jiang2019tiger,
      title = {TIGEr: Text-to-Image Grounding for Image Caption Evaluation},
      author = {Jiang, Ming and Huang, Qiuyuan and Zhang, Lei and Wang, Xin and Zhang, Pengchuan and Gan, Zhe and Diesner, Jana and Gao, Jianfeng},
      booktitle = {Empirical Methods in Natural Language Processing (EMNLP)},
      month = nov,
      year = {2019}
    }
    
  21. REO-Relevance, Extraness, Omission: A Fine-grained Evaluation for Image Captioning
    Ming Jiang, Junjie Hu, Qiuyuan Huang, Lei Zhang, Jana Diesner and Jianfeng Gao
    Empirical Methods in Natural Language Processing (EMNLP), 2019
    @inproceedings{jiang2019reo,
      title = {REO-Relevance, Extraness, Omission: A Fine-grained Evaluation for Image Captioning},
      author = {Jiang, Ming and Hu, Junjie and Huang, Qiuyuan and Zhang, Lei and Diesner, Jana and Gao, Jianfeng},
      booktitle = {Empirical Methods in Natural Language Processing (EMNLP)},
      month = nov,
      year = {2019}
    }
    
  22. WSOD2: Learning Bottom-up and Top-down Object Distillation for Weakly-supervised Object Detection
    Zhaoyang Zeng, Bei Liu, Jianlong Fu, Hongyang Chao and Lei Zhang
    International Conference on Computer Vision (ICCV), 2019
    @inproceedings{zeng2019wsod2,
      title = {WSOD2: Learning Bottom-up and Top-down Object Distillation for Weakly-supervised Object Detection},
      author = {Zeng, Zhaoyang and Liu, Bei and Fu, Jianlong and Chao, Hongyang and Zhang, Lei},
      booktitle = {International Conference on Computer Vision (ICCV)},
      month = oct,
      year = {2019}
    }
    
  23. High Frequency Residual Learning for Multi-Scale Image Classification
    Bowen Cheng, Rong Xiao, Jianfeng Wang, Thomas Huang and Lei Zhang
    British Machine Vision Conference (BMVC), 2019
    @inproceedings{cheng2019high,
      title = {High Frequency Residual Learning for Multi-Scale Image Classification},
      author = {Cheng, Bowen and Xiao, Rong and Wang, Jianfeng and Huang, Thomas and Zhang, Lei},
      booktitle = {British Machine Vision Conference (BMVC)},
      month = sep,
      year = {2019}
    }
    
  24. Object-driven Text-to-Image Synthesis via Adversarial Training
    Wenbo Li, Pengchuan Zhang, Lei Zhang, Qiuyuan Huang, Xiaodong He, Siwei Lyu and Jianfeng Gao
    Computer Vision and Pattern Recognition (CVPR), 2019
    @inproceedings{li2019object,
      title = {Object-driven Text-to-Image Synthesis via Adversarial Training},
      author = {Li, Wenbo and Zhang, Pengchuan and Zhang, Lei and Huang, Qiuyuan and He, Xiaodong and Lyu, Siwei and Gao, Jianfeng},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      month = jun,
      year = {2019}
    }
    
  25. Reinforced Cross-Modal Matching and Self-Supervised Imitation Learning for Vision-Language Navigation
    Xin Wang, Qiuyuan Huang, Asli Celikyilmaz, Jianfeng Gao, Dinghan Shen, Yuan-Fang Wang, William Yang Wang and Lei Zhang
    Computer Vision and Pattern Recognition (CVPR), 2019
    @inproceedings{wang2018reinforced,
      title = {Reinforced Cross-Modal Matching and Self-Supervised Imitation Learning for Vision-Language Navigation},
      author = {Wang, Xin and Huang, Qiuyuan and Celikyilmaz, Asli and Gao, Jianfeng and Shen, Dinghan and Wang, Yuan-Fang and Wang, William Yang and Zhang, Lei},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      month = jun,
      year = {2019},
      addendum = {(\textbf{Best Student Paper})}
    }
    
  26. Automatic visual pattern mining from categorical image dataset
    Hongzhi Li, Joseph G Ellis, Lei Zhang and Shih-Fu Chang
    International Journal of Multimedia Information Retrieval, 2019
    @article{li2019automatic,
      title = {Automatic visual pattern mining from categorical image dataset},
      author = {Li, Hongzhi and Ellis, Joseph G and Zhang, Lei and Chang, Shih-Fu},
      journal = {International Journal of Multimedia Information Retrieval},
      volume = {8},
      number = {1},
      pages = {35--45},
      year = {2019},
      publisher = {Springer}
    }
    
  27. Real-time burst photo selection using a light-head adversarial network
    Baoyuan Wang, Noranart Vesdapunt, Utkarsh Sinha and Lei Zhang
    IEEE Transactions on Image Processing (TIP), 2019
    @article{wang2019real,
      title = {Real-time burst photo selection using a light-head adversarial network},
      author = {Wang, Baoyuan and Vesdapunt, Noranart and Sinha, Utkarsh and Zhang, Lei},
      journal = {IEEE Transactions on Image Processing (TIP)},
      volume = {29},
      pages = {3065--3077},
      year = {2019},
      publisher = {IEEE}
    }
    
  28. Turbo Learning for Captionbot and Drawingbot
    Qiuyuan Huang, Pengchuan Zhang, Dapeng Wu and Lei Zhang
    Conference on Neural Information Processing Systems (NeurIPS), 2018
    @inproceedings{huang2018turbo,
      author = {Huang, Qiuyuan and Zhang, Pengchuan and Wu, Dapeng and Zhang, Lei},
      booktitle = {Conference on Neural Information Processing Systems (NeurIPS)},
      title = {Turbo Learning for Captionbot and Drawingbot},
      year = {2018},
      month = dec
    }
    
  29. Autoloc: Weaklysupervised temporal action localization in untrimmed videos
    Zheng Shou, Hang Gao, Lei Zhang, Kazuyuki Miyazawa and Shih-Fu Chang
    European Conference on Computer Vision (ECCV), 2018
    @inproceedings{shou2018autoloc,
      author = {Shou, Zheng and Gao, Hang and Zhang, Lei and Miyazawa, Kazuyuki and Chang, Shih-Fu},
      booktitle = {European Conference on Computer Vision (ECCV)},
      pages = {154--171},
      title = {Autoloc: Weaklysupervised temporal action localization in untrimmed videos},
      year = {2018},
      month = sep
    }
    
  30. Bottom-up and top-down attention for image captioning and visual question answering
    Peter Anderson, Xiaodong He, Chris Buehler, Damien Teney, Mark Johnson, Stephen Gould and Lei Zhang
    Computer Vision and Pattern Recognition (CVPR), 2018
    @inproceedings{anderson2018bottom,
      author = {Anderson, Peter and He, Xiaodong and Buehler, Chris and Teney, Damien and Johnson, Mark and Gould, Stephen and Zhang, Lei},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      pages = {6077--6086},
      title = {Bottom-up and top-down attention for image captioning and visual question answering},
      year = {2018},
      month = jun
    }
    
  31. CleanNet: Transfer Learning for Scalable Image Classifier Training with Label Noise
    Kuang-Huei Lee, Xiaodong He, Lei Zhang and Linjun Yang
    Computer Vision and Pattern Recognition (CVPR), 2018
    @inproceedings{lee2017cleannet,
      author = {Lee, Kuang-Huei and He, Xiaodong and Zhang, Lei and Yang, Linjun},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      title = {CleanNet: Transfer Learning for Scalable Image Classifier Training with Label Noise},
      year = {2018},
      month = jun
    }
    
  32. PatternNet: Visual Pattern Mining with Deep Neural Network
    Hongzhi Li, Joseph G Ellis, Lei Zhang and Shih-Fu Chang
    International Conference on Multimedia Retrieval (ICMR), 2018
    @inproceedings{li2018patternnet,
      author = {Li, Hongzhi and Ellis, Joseph G and Zhang, Lei and Chang, Shih-Fu},
      booktitle = {International Conference on Multimedia Retrieval (ICMR)},
      title = {PatternNet: Visual Pattern Mining with Deep Neural Network},
      pages = {291--299},
      year = {2018},
      month = jun,
      addendum = {(\textbf{Best Poster Award})}
    }
    
  33. One-Shot Face Recognition via Generative Learning
    Zhengming Ding, Yandong Guo, Lei Zhang and Yun Fu
    IEEE International Conference on Automatic Face & Gesture Recognition (FG), 2018
    @inproceedings{ding2018one,
      author = {Ding, Zhengming and Guo, Yandong and Zhang, Lei and Fu, Yun},
      booktitle = {IEEE International Conference on Automatic Face \& Gesture Recognition (FG)},
      organization = {IEEE},
      pages = {1--7},
      title = {One-Shot Face Recognition via Generative Learning},
      year = {2018},
      month = may
    }
    
  34. Visual instance mining from the graph perspective
    Wei Li, Jianmin Li, Changhu Wang, Lei Zhang and Bo Zhang
    Multimedia Systems, 2018
    @article{li2017visual,
      author = {Li, Wei and Li, Jianmin and Wang, Changhu and Zhang, Lei and Zhang, Bo},
      journal = {Multimedia Systems},
      pages = {1--16},
      publisher = {Springer},
      title = {Visual instance mining from the graph perspective},
      year = {2018}
    }
    
  35. Generating Diverse and Accurate Visual Captions by Comparative Adversarial Learning
    Dianqi Li, Xiaodong He, Qiuyuan Huang, Ming-Ting Sun and Lei Zhang
    arXiv preprint arXiv:1804.00861, 2018
    @article{li2018generating,
      author = {Li, Dianqi and He, Xiaodong and Huang, Qiuyuan and Sun, Ming-Ting and Zhang, Lei},
      journal = {arXiv preprint arXiv:1804.00861},
      title = {Generating Diverse and Accurate Visual Captions by Comparative Adversarial Learning},
      year = {2018}
    }
    
  36. One-shot Face Recognition by Promoting Underrepresented Classes
    Yandong Guo and Lei Zhang
    arXiv preprint arXiv:1707.05574, 2017
    @article{guo2017one,
      author = {Guo, Yandong and Zhang, Lei},
      journal = {arXiv preprint arXiv:1707.05574},
      title = {One-shot Face Recognition by Promoting Underrepresented Classes},
      year = {2017}
    }
    
  37. MS-Celeb-1M: A dataset and benchmark for large-scale face recognition
    Yandong Guo, Lei Zhang, Yuxiao Hu, Xiaodong He and Jianfeng Gao
    European Conference on Computer Vision (ECCV), 2016
    @inproceedings{guo2016ms,
      author = {Guo, Yandong and Zhang, Lei and Hu, Yuxiao and He, Xiaodong and Gao, Jianfeng},
      booktitle = {European Conference on Computer Vision (ECCV)},
      organization = {Springer, Cham},
      pages = {87--102},
      title = {MS-Celeb-1M: A dataset and benchmark for large-scale face recognition},
      year = {2016}
    }
    
  38. Ms-celeb-1m: Challenge of recognizing one million celebrities in the real world
    Yandong Guo, Lei Zhang, Yuxiao Hu, Xiaodong He and Jianfeng Gao
    Electronic Imaging (EI), 2016
    @article{guo2016ms_ei,
      author = {Guo, Yandong and Zhang, Lei and Hu, Yuxiao and He, Xiaodong and Gao, Jianfeng},
      journal = {Electronic Imaging (EI)},
      number = {11},
      pages = {1--6},
      publisher = {Society for Imaging Science and Technology},
      title = {Ms-celeb-1m: Challenge of recognizing one million celebrities in the real world},
      volume = {2016},
      year = {2016}
    }
    
  39. ICME 2016 Image Recognition Grand Challenge
    Yuxiao Hu, Lei Zhang, Jin Li and Sanjeev Mehrotra
    IEEE International Conference on Multimedia & Expo (ICME), 2016
    @inproceedings{hu2016icme,
      author = {Hu, Yuxiao and Zhang, Lei and Li, Jin and Mehrotra, Sanjeev},
      booktitle = {IEEE International Conference on Multimedia & Expo (ICME)},
      organization = {IEEE},
      pages = {1--4},
      title = {ICME 2016 Image Recognition Grand Challenge},
      year = {2016}
    }
    
  40. Rich Image Captioning in the Wild
    Kenneth Tran, Xiaodong He, Lei Zhang, Jian Sun, Cornelia Carapcea, Chris Thrasher, Chris Buehler and Chris Sienkiewicz
    CVPR Workshop on DeepVision, 2016
    @inproceedings{tran2016rich,
      author = {Tran, Kenneth and He, Xiaodong and Zhang, Lei and Sun, Jian and Carapcea, Cornelia and Thrasher, Chris and Buehler, Chris and Sienkiewicz, Chris},
      booktitle = {CVPR Workshop on DeepVision},
      title = {Rich Image Captioning in the Wild},
      year = {2016}
    }
    
  41. Partial-Duplicate Clustering and Visual Pattern Discovery on Web Scale Image Database
    Wei Li, Changhu Wang, Lei Zhang, Yong Rui and Bo Zhang
    IEEE Transactions on Multimedia (TMM), 2015
    @article{li2015partial,
      author = {Li, Wei and Wang, Changhu and Zhang, Lei and Rui, Yong and Zhang, Bo},
      journal = {IEEE Transactions on Multimedia (TMM)},
      number = {7},
      pages = {967--980},
      publisher = {IEEE},
      title = {Partial-Duplicate Clustering and Visual Pattern Discovery on Web Scale Image Database},
      volume = {17},
      year = {2015}
    }
    
  42. Scalable Visual Instance Mining with Instance Graph.
    Wei Li, Changhu Wang, Lei Zhang, Yong Rui and Bo Zhang
    British Machine Vision Conference (BMVC), 2015
    @inproceedings{li2015scalable,
      author = {Li, Wei and Wang, Changhu and Zhang, Lei and Rui, Yong and Zhang, Bo},
      booktitle = {British Machine Vision Conference (BMVC)},
      pages = {98--1},
      title = {Scalable Visual Instance Mining with Instance Graph.},
      year = {2015}
    }
    
  43. IdeaPanel: A Large Scale Interactive Sketch-based Image Search System (demo)
    Changcheng Xiao, Changhu Wang, Liqing Zhang and Lei Zhang
    International Conference on Multimedia Retrieval (ICMR), 2015
    @inproceedings{xiao2015ideapanel,
      author = {Xiao, Changcheng and Wang, Changhu and Zhang, Liqing and Zhang, Lei},
      booktitle = {International Conference on Multimedia Retrieval (ICMR)},
      organization = {ACM},
      pages = {667--668},
      title = {IdeaPanel: A Large Scale Interactive Sketch-based Image Search System (demo)},
      year = {2015}
    }
    
  44. Efficient 2D-to-3D correspondence filtering for scalable 3d object recognition
    Qiang Hao, Rui Cai, Zhiwei Li, Lei Zhang, Yanwei Pang, Feng Wu and Yong Rui
    Computer Vision and Pattern Recognition (CVPR), 2013
    @inproceedings{hao2013efficient,
      author = {Hao, Qiang and Cai, Rui and Li, Zhiwei and Zhang, Lei and Pang, Yanwei and Wu, Feng and Rui, Yong},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      pages = {899--906},
      title = {Efficient 2D-to-3D correspondence filtering for scalable 3d object recognition},
      year = {2013}
    }
    
  45. Mobile multimedia travelogue generation by exploring geo-locations and image tags
    Shuhui Jiang, Xueming Qian, Ke Lan, Lei Zhang and Tao Mei
    IEEE International Symposium on Circuits and Systems (ISCAS), 2013
    @inproceedings{jiang2013mobile,
      author = {Jiang, Shuhui and Qian, Xueming and Lan, Ke and Zhang, Lei and Mei, Tao},
      booktitle = {IEEE International Symposium on Circuits and Systems (ISCAS)},
      organization = {IEEE},
      pages = {881--884},
      title = {Mobile multimedia travelogue generation by exploring geo-locations and image tags},
      year = {2013}
    }
    
  46. Indexing billions of images for sketch-based retrieval
    Xinghai Sun, Changhu Wang, Chao Xu and Lei Zhang
    ACM Multimedia, 2013
    @inproceedings{sun2013indexing,
      author = {Sun, Xinghai and Wang, Changhu and Xu, Chao and Zhang, Lei},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {233--242},
      title = {Indexing billions of images for sketch-based retrieval},
      year = {2013}
    }
    
  47. Duplicate discovery on 2 billion internet images
    Xin-Jing Wang, Lei Zhang and Ce Liu
    CVPR Workshops on Big Data Computer Vision, 2013
    @inproceedings{wang2013duplicate,
      author = {Wang, Xin-Jing and Zhang, Lei and Liu, Ce},
      booktitle = {CVPR Workshops on Big Data Computer Vision},
      organization = {IEEE},
      pages = {429--436},
      title = {Duplicate discovery on 2 billion internet images},
      year = {2013}
    }
    
  48. Nested-SIFT for efficient image matching and retrieval
    Pengfei Xu, Lei Zhang, Kuiyuan Yang and Hongxun Yao
    IEEE MultiMedia, 2013
    @article{xu2013nested,
      author = {Xu, Pengfei and Zhang, Lei and Yang, Kuiyuan and Yao, Hongxun},
      journal = {IEEE MultiMedia},
      number = {3},
      pages = {34--46},
      publisher = {IEEE},
      title = {Nested-SIFT for efficient image matching and retrieval},
      volume = {20},
      year = {2013}
    }
    
  49. An Efficient Visual Representation and Indexing Scheme for Large Scale Video Retrieval
    Xiao Zhang, Gang Hua and Lei Zhang
    Internet Multimedia Search and Mining, 2013
    @article{zhang2013efficient,
      author = {Zhang, Xiao and Hua, Gang and Zhang, Lei},
      journal = {Internet Multimedia Search and Mining},
      pages = {58},
      publisher = {Bentham Science Publishers},
      title = {An Efficient Visual Representation and Indexing Scheme for Large Scale Video Retrieval},
      year = {2013}
    }
    
  50. Hierarchical object representations for visual recognition via weakly supervised learning
    Tianzhu Zhang, Rui Cai, Zhiwei Li, Lei Zhang and Hanqing Lu
    Asian Conference on Computer Vision (ACCV), 2013
    @inproceedings{zhang2013hierarchical,
      author = {Zhang, Tianzhu and Cai, Rui and Li, Zhiwei and Zhang, Lei and Lu, Hanqing},
      booktitle = {Asian Conference on Computer Vision (ACCV)},
      pages = {474--485},
      publisher = {Springer Berlin Heidelberg},
      title = {Hierarchical object representations for visual recognition via weakly supervised learning},
      year = {2013}
    }
    
  51. An Image Decomposition Approach to Large-scale Image Retrieval
    Xiao Zhang, Zhiwei Li, Lei Zhang, Wei-Ying Ma and Heung-Yeung Shum
    Internet Multimedia Search and Mining, 2013
    @article{zhang2013image,
      author = {Zhang, Xiao and Li, Zhiwei and Zhang, Lei and Ma, Wei-Ying and Shum, Heung-Yeung},
      journal = {Internet Multimedia Search and Mining},
      pages = {3},
      publisher = {Bentham Science Publishers},
      title = {An Image Decomposition Approach to Large-scale Image Retrieval},
      year = {2013}
    }
    
  52. Image search - from thousands to billions in 20 years
    Lei Zhang and Yong Rui
    ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), 2013
    @article{zhang2013image_tomm,
      author = {Zhang, Lei and Rui, Yong},
      journal = {ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM)},
      number = {1s},
      pages = {36},
      publisher = {ACM},
      title = {Image search - from thousands to billions in 20 years},
      volume = {9},
      year = {2013}
    }
    
  53. Pairwise rotation invariant co-occurrence local binary pattern
    Xianbiao Qi, Rong Xiao, Jun Guo and Lei Zhang
    European Conference on Computer Vision (ECCV), 2012
    @inproceedings{qi2012pairwise,
      author = {Qi, Xianbiao and Xiao, Rong and Guo, Jun and Zhang, Lei},
      booktitle = {European Conference on Computer Vision (ECCV)},
      pages = {158--171},
      publisher = {Springer},
      title = {Pairwise rotation invariant co-occurrence local binary pattern},
      year = {2012},
      month = oct
    }
    
  54. Free hand-drawn sketch segmentation
    Zhenbang Sun, Changhu Wang, Liqing Zhang and Lei Zhang
    European Conference on Computer Vision (ECCV), 2012
    @inproceedings{sun2012free,
      author = {Sun, Zhenbang and Wang, Changhu and Zhang, Liqing and Zhang, Lei},
      booktitle = {European Conference on Computer Vision (ECCV)},
      pages = {626--639},
      publisher = {Springer},
      title = {Free hand-drawn sketch segmentation},
      year = {2012},
      month = oct
    }
    
  55. Query-adaptive shape topic mining for hand-drawn sketch recognition
    Zhenbang Sun, Changhu Wang, Liqing Zhang and Lei Zhang
    ACM Multimedia, 2012
    @inproceedings{sun2012query,
      author = {Sun, Zhenbang and Wang, Changhu and Zhang, Liqing and Zhang, Lei},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {519--528},
      title = {Query-adaptive shape topic mining for hand-drawn sketch recognition},
      year = {2012},
      month = oct
    }
    
  56. Towards indexing representative images on the web
    Xin-Jing Wang, Zheng Xu, Lei Zhang, Ce Liu and Yong Rui
    ACM Multimedia, 2012
    @inproceedings{wang2012towards,
      author = {Wang, Xin-Jing and Xu, Zheng and Zhang, Lei and Liu, Ce and Rui, Yong},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {1229--1238},
      title = {Towards indexing representative images on the web},
      year = {2012},
      month = oct
    }
    
  57. 3D visual phrases for landmark recognition
    Qiang Hao, Rui Cai, Zhiwei Li, Lei Zhang, Yanwei Pang and Feng Wu
    Computer Vision and Pattern Recognition (CVPR), 2012
    @inproceedings{hao20123d,
      author = {Hao, Qiang and Cai, Rui and Li, Zhiwei and Zhang, Lei and Pang, Yanwei and Wu, Feng},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      pages = {3594--3601},
      title = {3D visual phrases for landmark recognition},
      year = {2012},
      month = jun
    }
    
  58. The scale of edges
    Xian-Ming Liu, Changhu Wang, Hongxun Yao and Lei Zhang
    Computer Vision and Pattern Recognition (CVPR), 2012
    @inproceedings{liu2012scale,
      author = {Liu, Xian-Ming and Wang, Changhu and Yao, Hongxun and Zhang, Lei},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      pages = {462--469},
      title = {The scale of edges},
      year = {2012},
      month = jun
    }
    
  59. QsRank: Query-sensitive hash code ranking for efficient ε-neighbor search
    Xiao Zhang, Lei Zhang and Heung-Yeung Shum
    Computer Vision and Pattern Recognition (CVPR), 2012
    @inproceedings{zhang2012qsrank,
      author = {Zhang, Xiao and Zhang, Lei and Shum, Heung-Yeung},
      author+an = {1:family=student},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      pages = {2058--2065},
      title = {QsRank: Query-sensitive hash code ranking for efficient $\epsilon$-neighbor search},
      year = {2012},
      month = jun
    }
    
  60. Efficient Tag Mining via Mixture Modeling for Real-Time Search-Based Image Annotation
    Lican Dai, Xin-Jing Wang, Lei Zhang and Nenghai Yu
    IEEE International Conference on Multimedia & Expo (ICME), 2012
    @inproceedings{dai2012efficient,
      author = {Dai, Lican and Wang, Xin-Jing and Zhang, Lei and Yu, Nenghai},
      booktitle = {IEEE International Conference on Multimedia & Expo (ICME)},
      organization = {IEEE},
      pages = {134--139},
      title = {Efficient Tag Mining via Mixture Modeling for Real-Time Search-Based Image Annotation},
      year = {2012}
    }
    
  61. Duplicate-Search-Based Image Annotation Using Web-Scale Data
    Xin-Jing Wang, Lei Zhang and Wei-Ying Ma
    Proceedings of the IEEE, 2012
    @article{wang2012duplicate,
      author = {Wang, Xin-Jing and Zhang, Lei and Ma, Wei-Ying},
      journal = {Proceedings of the IEEE},
      number = {9},
      pages = {2705--2721},
      publisher = {IEEE},
      title = {Duplicate-Search-Based Image Annotation Using Web-Scale Data},
      volume = {100},
      year = {2012}
    }
    
  62. PartBook for image parsing
    Kuiyuan Yang, Lei Zhang, Yong Rui and Hong-Jiang Zhang
    CVPR Workshop on Perceptual Organization in Computer Vision, 2012
    @inproceedings{yang2012partbook,
      author = {Yang, Kuiyuan and Zhang, Lei and Rui, Yong and Zhang, Hong-Jiang},
      booktitle = {CVPR Workshop on Perceptual Organization in Computer Vision},
      organization = {IEEE},
      pages = {17--24},
      title = {PartBook for image parsing},
      year = {2012}
    }
    
  63. Trip Mining and Recommendation from Geo-tagged Photos
    Huagang Yin, Changhu Wang, Nenghai Yu and Lei Zhang
    IEEE International Conference on Multimedia and Expo Workshops (ICMEW), 2012
    @inproceedings{yin2012trip,
      author = {Yin, Huagang and Wang, Changhu and Yu, Nenghai and Zhang, Lei},
      booktitle = {IEEE International Conference on Multimedia and Expo Workshops (ICMEW)},
      organization = {IEEE},
      pages = {540--545},
      title = {Trip Mining and Recommendation from Geo-tagged Photos},
      year = {2012}
    }
    
  64. Finding Celebrities in Billions of Web Images
    Xiao Zhang, Lei Zhang, Xin-Jing Wang and Heung-Yeung Shum
    IEEE Transactions on Multimedia (TMM), 2012
    @article{zhang2012finding,
      author = {Zhang, Xiao and Zhang, Lei and Wang, Xin-Jing and Shum, Heung-Yeung},
      journal = {IEEE Transactions on Multimedia (TMM)},
      number = {4},
      pages = {995--1007},
      publisher = {IEEE},
      title = {Finding Celebrities in Billions of Web Images},
      volume = {14},
      year = {2012}
    }
    
  65. Edgel index for large-scale sketch-based image search
    Yang Cao, Changhu Wang, Liqing Zhang and Lei Zhang
    Computer Vision and Pattern Recognition (CVPR), 2011
    @inproceedings{cao2011edgel,
      author = {Cao, Yang and Wang, Changhu and Zhang, Liqing and Zhang, Lei},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      pages = {761--768},
      title = {Edgel index for large-scale sketch-based image search},
      year = {2011}
    }
    
  66. From one tree to a forest: a unified solution for structured web data extraction
    Qiang Hao, Rui Cai, Yanwei Pang and Lei Zhang
    ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2011
    @inproceedings{hao2011one,
      author = {Hao, Qiang and Cai, Rui and Pang, Yanwei and Zhang, Lei},
      booktitle = {ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR)},
      pages = {775--784},
      title = {From one tree to a forest: a unified solution for structured web data extraction},
      year = {2011}
    }
    
  67. Rank-SIFT: Learning to Rank Repeatable Local Interest Points
    Bing Li, Rong Xiao, Zhiwei Li, Rui Cai, Bao-Liang Lu and Lei Zhang
    Computer Vision and Pattern Recognition (CVPR), 2011
    @inproceedings{li2011rank,
      author = {Li, Bing and Xiao, Rong and Li, Zhiwei and Cai, Rui and Lu, Bao-Liang and Zhang, Lei},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      title = {Rank-SIFT: Learning to Rank Repeatable Local Interest Points},
      year = {2011}
    }
    
  68. User browsing behavior-driven web crawling
    Minghai Liu, Rui Cai, Ming Zhang and Lei Zhang
    ACM International Conference on Information and Knowledge Management (CIKM), 2011
    @inproceedings{liu2011user,
      author = {Liu, Minghai and Cai, Rui and Zhang, Ming and Zhang, Lei},
      booktitle = {ACM International Conference on Information and Knowledge Management (CIKM)},
      organization = {ACM},
      pages = {87--92},
      title = {User browsing behavior-driven web crawling},
      year = {2011}
    }
    
  69. Summarizing tourist destinations by mining user-generated travelogues and photos
    Yanwei Pang, Qiang Hao, Yuan Yuan, Tanji Hu, Rui Cai and Lei Zhang
    Computer Vision and Image Understanding (CVIU), 2011
    @article{pang2011summarizing,
      author = {Pang, Yanwei and Hao, Qiang and Yuan, Yuan and Hu, Tanji and Cai, Rui and Zhang, Lei},
      journal = {Computer Vision and Image Understanding (CVIU)},
      number = {3},
      pages = {352--363},
      publisher = {Academic Press},
      title = {Summarizing tourist destinations by mining user-generated travelogues and photos},
      volume = {115},
      year = {2011}
    }
    
  70. Contextual synonym dictionary for visual object retrieval
    Wenbin Tang, Rui Cai, Zhiwei Li and Lei Zhang
    ACM Multimedia, 2011
    @inproceedings{tang2011contextual,
      author = {Tang, Wenbin and Cai, Rui and Li, Zhiwei and Zhang, Lei},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {503--512},
      title = {Contextual synonym dictionary for visual object retrieval},
      year = {2011}
    }
    
  71. Semantic point detector
    Kuiyuan Yang, Lei Zhang, Meng Wang and Hong-Jiang Zhang
    ACM Multimedia, 2011
    @inproceedings{yang2011semantic,
      author = {Yang, Kuiyuan and Zhang, Lei and Wang, Meng and Zhang, Hong-Jiang},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {1209--1212},
      title = {Semantic point detector},
      year = {2011}
    }
    
  72. An efficient location extraction algorithm by leveraging web contextual information
    Teng Qin, Rong Xiao, Lei Fang, Xing Xie and Lei Zhang
    ACM International Conference on Advances in Geographic Information Systems (SIGSPATIAL), 2010
    @inproceedings{qin2010efficient,
      author = {Qin, Teng and Xiao, Rong and Fang, Lei and Xie, Xing and Zhang, Lei},
      booktitle = {ACM International Conference on Advances in Geographic Information Systems (SIGSPATIAL)},
      organization = {ACM},
      pages = {53--60},
      title = {An efficient location extraction algorithm by leveraging web contextual information},
      year = {2010},
      month = nov
    }
    
  73. MindFinder: Image search by interactive sketching and tagging
    Changhu Wang, Zhiwei Li and Lei Zhang
    International World Wide Web Conference (WWW), 2010
    @inproceedings{wang2010mindfinder,
      author = {Wang, Changhu and Li, Zhiwei and Zhang, Lei},
      booktitle = {International World Wide Web Conference (WWW)},
      organization = {ACM},
      pages = {1309--1312},
      title = {MindFinder: Image search by interactive sketching and tagging},
      year = {2010},
      month = apr
    }
    
  74. MindFinder: Interactive sketch-based image search on millions of images (demo)
    Yang Cao, Hai Wang, Changhu Wang, Zhiwei Li, Liqing Zhang and Lei Zhang
    ACM Multimedia, 2010
    @inproceedings{cao2010mindfinder,
      author = {Cao, Yang and Wang, Hai and Wang, Changhu and Li, Zhiwei and Zhang, Liqing and Zhang, Lei},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {1605--1608},
      title = {MindFinder: Interactive sketch-based image search on millions of images (demo)},
      year = {2010},
      addendum = {(\textbf{Best Demo Award})}
    }
    
  75. Spatial-bag-of-features
    Yang Cao, Changhu Wang, Zhiwei Li, Liqing Zhang and Lei Zhang
    Computer Vision and Pattern Recognition (CVPR), 2010
    @inproceedings{cao2010spatial,
      author = {Cao, Yang and Wang, Changhu and Li, Zhiwei and Zhang, Liqing and Zhang, Lei},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      pages = {3352--3359},
      title = {Spatial-bag-of-features},
      year = {2010}
    }
    
  76. Mining adjacent markets from a large-scale ads video collection for image advertising
    Guwen Feng, Xin-Jing Wang, Lei Zhang and Wei-Ying Ma
    ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2010
    @inproceedings{feng2010mining,
      author = {Feng, Guwen and Wang, Xin-Jing and Zhang, Lei and Ma, Wei-Ying},
      booktitle = {ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR)},
      organization = {ACM},
      pages = {893--894},
      title = {Mining adjacent markets from a large-scale ads video collection for image advertising},
      year = {2010}
    }
    
  77. Robust semantic sketch based specific image retrieval
    Cailiang Liu, Dong Wang, Xiaobing Liu, Changhu Wang, Lei Zhang and Bo Zhang
    IEEE International Conference on Multimedia & Expo (ICME), 2010
    @inproceedings{liu2010robust,
      author = {Liu, Cailiang and Wang, Dong and Liu, Xiaobing and Wang, Changhu and Zhang, Lei and Zhang, Bo},
      booktitle = {IEEE International Conference on Multimedia & Expo (ICME)},
      organization = {IEEE},
      pages = {30--35},
      title = {Robust semantic sketch based specific image retrieval},
      year = {2010}
    }
    
  78. Constructing Concept Lexica With Small Semantic Gaps
    Yijuan Lu, Lei Zhang, Jiemin Liu and Qi Tian
    IEEE Transactions on Multimedia (TMM), 2010
    @article{lu2010constructing,
      author = {Lu, Yijuan and Zhang, Lei and Liu, Jiemin and Tian, Qi},
      journal = {IEEE Transactions on Multimedia (TMM)},
      number = {4},
      pages = {288--299},
      publisher = {IEEE},
      title = {Constructing Concept Lexica With Small Semantic Gaps},
      volume = {12},
      year = {2010}
    }
    
  79. Photo2trip: Generating travel routes from geo-tagged photos for trip planning
    Xin Lu, Changhu Wang, Jiang-Ming Yang, Yanwei Pang and Lei Zhang
    ACM Multimedia, 2010
    @inproceedings{lu2010photo2trip,
      author = {Lu, Xin and Wang, Changhu and Yang, Jiang-Ming and Pang, Yanwei and Zhang, Lei},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {143--152},
      title = {Photo2trip: Generating travel routes from geo-tagged photos for trip planning},
      year = {2010}
    }
    
  80. Analogical reasoning for answer ranking in social question answering
    Xudong Tu, Dan Feng, Xin-Jing Wang and Lei Zhang
    IEEE Intelligent Systems, 2010
    @article{tu2012analogical,
      author = {Tu, Xudong and Feng, Dan and Wang, Xin-Jing and Zhang, Lei},
      journal = {IEEE Intelligent Systems},
      number = {5},
      pages = {0028--35},
      publisher = {IEEE Computer Society},
      title = {Analogical reasoning for answer ranking in social question answering},
      volume = {27},
      year = {2010}
    }
    
  81. Arista-image search to annotation on billions of web photos
    Xin-Jing Wang, Lei Zhang, Ming Liu, Yi Li and Wei-Ying Ma
    Computer Vision and Pattern Recognition (CVPR), 2010
    @inproceedings{wang2010arista,
      author = {Wang, Xin-Jing and Zhang, Lei and Liu, Ming and Li, Yi and Ma, Wei-Ying},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      pages = {2987--2994},
      title = {Arista-image search to annotation on billions of web photos},
      year = {2010}
    }
    
  82. Understanding multimedia content using web scale social media data
    Dong Xu, Lei Zhang and Jiebo Luo
    ACM Multimedia, 2010
    @inproceedings{xu2010understanding,
      author = {Xu, Dong and Zhang, Lei and Luo, Jiebo},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {1777--1778},
      title = {Understanding multimedia content using web scale social media data},
      year = {2010}
    }
    
  83. Interest seam image
    Xiao Zhang, Gang Hua, Lei Zhang and Heung-Yeung Shum
    Computer Vision and Pattern Recognition (CVPR), 2010
    @inproceedings{zhang2010interest,
      author = {Zhang, Xiao and Hua, Gang and Zhang, Lei and Shum, Heung-Yeung},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      pages = {3296--3303},
      title = {Interest seam image},
      year = {2010}
    }
    
  84. Ranking community answers by modeling question-answer relationships via analogical reasoning
    Xin-Jing Wang, Xudong Tu, Dan Feng and Lei Zhang
    ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2009
    @inproceedings{wang2009ranking,
      author = {Wang, Xin-Jing and Tu, Xudong and Feng, Dan and Zhang, Lei},
      booktitle = {ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR)},
      organization = {ACM},
      pages = {179--186},
      title = {Ranking community answers by modeling question-answer relationships via analogical reasoning},
      year = {2009},
      month = jul
    }
    
  85. Modeling semantics and structure of discussion threads
    Chen Lin, Jiang-Ming Yang, Rui Cai, Xin-Jing Wang, Wei Wang and Lei Zhang
    International World Wide Web Conference (WWW), 2009
    @inproceedings{lin2009modeling,
      author = {Lin, Chen and Yang, Jiang-Ming and Cai, Rui and Wang, Xin-Jing and Wang, Wei and Zhang, Lei},
      booktitle = {International World Wide Web Conference (WWW)},
      organization = {ACM},
      pages = {1103--1104},
      title = {Modeling semantics and structure of discussion threads},
      year = {2009},
      month = apr
    }
    
  86. Ranking community answers via analogical reasoning
    Xudong Tu, Xin-Jing Wang, Dan Feng and Lei Zhang
    International World Wide Web Conference (WWW), 2009
    @inproceedings{tu2009ranking,
      author = {Tu, Xudong and Wang, Xin-Jing and Feng, Dan and Zhang, Lei},
      booktitle = {International World Wide Web Conference (WWW)},
      organization = {ACM},
      pages = {1227--1228},
      title = {Ranking community answers via analogical reasoning},
      year = {2009},
      month = apr
    }
    
  87. Incorporating site-level knowledge to extract structured data from web forums
    Jiang-Ming Yang, Rui Cai, Yida Wang, Jun Zhu, Lei Zhang and Wei-Ying Ma
    International World Wide Web Conference (WWW), 2009
    @inproceedings{yang2009incorporating,
      author = {Yang, Jiang-Ming and Cai, Rui and Wang, Yida and Zhu, Jun and Zhang, Lei and Ma, Wei-Ying},
      booktitle = {International World Wide Web Conference (WWW)},
      organization = {ACM},
      pages = {181--190},
      title = {Incorporating site-level knowledge to extract structured data from web forums},
      year = {2009},
      month = apr
    }
    
  88. A Thread-wise Strategy for Incremental Crawling of Web Forums
    Jiang-Ming Yang, Rui Cai, Chunsong Wang, Hua Huang, Lei Zhang and Wei-Ying Ma
    International World Wide Web Conference (WWW), 2009
    @inproceedings{yang2009thread,
      author = {Yang, Jiang-Ming and Cai, Rui and Wang, Chunsong and Huang, Hua and Zhang, Lei and Ma, Wei-Ying},
      booktitle = {International World Wide Web Conference (WWW)},
      title = {A Thread-wise Strategy for Incremental Crawling of Web Forums},
      year = {2009},
      month = apr
    }
    
  89. A unified relevance feedback framework for web image retrieval
    En Cheng, Feng Jing and Lei Zhang
    IEEE Transactions on Image Processing (TIP), 2009
    @article{cheng2009unified,
      author = {Cheng, En and Jing, Feng and Zhang, Lei},
      journal = {IEEE Transactions on Image Processing (TIP)},
      number = {6},
      pages = {1350--1357},
      publisher = {IEEE},
      title = {A unified relevance feedback framework for web image retrieval},
      volume = {18},
      year = {2009}
    }
    
  90. Who Talks to Whom: Modeling Latent Structures in Dialogue Documents
    Bailu Ding, Jiang-Ming Yang, Chong Wang, Rui Cai, Zhiwei Li and Lei Zhang
    NIPS Workshop on Applications for Topic Models: Text and Beyond, 2009
    @inproceedings{ding2009who,
      author = {Ding, Bailu and Yang, Jiang-Ming and Wang, Chong and Cai, Rui and Li, Zhiwei and Zhang, Lei},
      booktitle = {NIPS Workshop on Applications for Topic Models: Text and Beyond},
      title = {Who Talks to Whom: Modeling Latent Structures in Dialogue Documents},
      year = {2009}
    }
    
  91. LogisticLDA: Regularizing latent Dirichlet allocation by logistic regression
    Jia-Cheng Guo, Bao-Liang Lu, Zhiwei Li and Lei Zhang
    Pacific Asia Conference on Language, Information and Computation, 2009
    @inproceedings{guo2009logisticlda,
      author = {Guo, Jia-Cheng and Lu, Bao-Liang and Li, Zhiwei and Zhang, Lei},
      booktitle = {Pacific Asia Conference on Language, Information and Computation},
      title = {LogisticLDA: Regularizing latent Dirichlet allocation by logistic regression},
      volume = {1},
      year = {2009}
    }
    
  92. A lexica family with small semantic gap
    Jiemin Liu, Qi Tian, Yijuan Lu, Changhu Wang, Lei Zhang, Xiaokang Yang and Shipeng Li
    IEEE International Conference on Multimedia & Expo (ICME), 2009
    @inproceedings{liu2009lexica,
      author = {Liu, Jiemin and Tian, Qi and Lu, Yijuan and Wang, Changhu and Zhang, Lei and Yang, Xiaokang and Li, Shipeng},
      booktitle = {IEEE International Conference on Multimedia & Expo (ICME)},
      organization = {IEEE},
      pages = {1484--1487},
      title = {A lexica family with small semantic gap},
      year = {2009}
    }
    
  93. Visualizing textual travelogue with location-relevant images
    Xin Lu, Yanwei Pang, Qiang Hao and Lei Zhang
    ACM International Workshop on Location Based Social Networks, 2009
    @inproceedings{lu2009visualizing,
      author = {Lu, Xin and Pang, Yanwei and Hao, Qiang and Zhang, Lei},
      booktitle = {ACM International Workshop on Location Based Social Networks},
      organization = {ACM},
      pages = {65--68},
      title = {Visualizing textual travelogue with location-relevant images},
      year = {2009}
    }
    
  94. The data deluge: Challenges and opportunities of unlimited data in statistical signal processing
    Michael L Seltzer and Lei Zhang
    International Conference on Acoustics, Speech, & Signal Processing (ICASSP), 2009
    @inproceedings{seltzer2009data,
      author = {Seltzer, Michael L and Zhang, Lei},
      booktitle = {International Conference on Acoustics, Speech, & Signal Processing (ICASSP)},
      organization = {IEEE},
      pages = {3701--3704},
      title = {The data deluge: Challenges and opportunities of unlimited data in statistical signal processing},
      year = {2009}
    }
    
  95. Annotating Images by Mining Image Search
    Xin-Jing Wang, Lei Zhang, Xirong Li and Wei-Ying Ma
    Semantic Mining Technologies for Multimedia Databases, 2009
    @article{wang2009annotating,
      author = {Wang, Xin-Jing and Zhang, Lei and Li, Xirong and Ma, Wei-Ying},
      journal = {Semantic Mining Technologies for Multimedia Databases},
      publisher = {Information Science Publishing},
      title = {Annotating Images by Mining Image Search},
      year = {2009}
    }
    
  96. Argo: intelligent advertising by mining a user’s interest from his photo collections
    Xin-Jing Wang, Mo Yu, Lei Zhang, Rui Cai and Wei-Ying Ma
    ACM Workshop on Data Mining and Audience Intelligence for Advertising, 2009
    @inproceedings{wang2009argo,
      author = {Wang, Xin-Jing and Yu, Mo and Zhang, Lei and Cai, Rui and Ma, Wei-Ying},
      booktitle = {ACM Workshop on Data Mining and Audience Intelligence for Advertising},
      organization = {ACM},
      pages = {18--26},
      title = {Argo: intelligent advertising by mining a user's interest from his photo collections},
      year = {2009}
    }
    
  97. Multi-label sparse coding for automatic image annotation
    Changhu Wang, Shuicheng Yan, Lei Zhang and Hong-Jiang Zhang
    Computer Vision and Pattern Recognition (CVPR), 2009
    @inproceedings{wang2009multi,
      author = {Wang, Changhu and Yan, Shuicheng and Zhang, Lei and Zhang, Hong-Jiang},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      pages = {1643--1650},
      title = {Multi-label sparse coding for automatic image annotation},
      year = {2009}
    }
    
  98. Multiplicative nonnegative greph embedding
    Changhu Wang, Zheng Song, Shuicheng Yan, Lei Zhang and Hong-Jiang Zhang
    Computer Vision and Pattern Recognition (CVPR), 2009
    @inproceedings{wang2009multiplicative,
      author = {Wang, Changhu and Song, Zheng and Yan, Shuicheng and Zhang, Lei and Zhang, Hong-Jiang},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      pages = {389--396},
      title = {Multiplicative nonnegative greph embedding},
      year = {2009}
    }
    
  99. Non-negative semi-supervised learning
    Changhu Wang, Shuicheng Yan, Lei Zhang and Hongjiang Zhang
    Artificial Intelligence and Statistics, 2009
    @inproceedings{wang2009non,
      author = {Wang, Changhu and Yan, Shuicheng and Zhang, Lei and Zhang, Hongjiang},
      booktitle = {Artificial Intelligence and Statistics},
      pages = {575--582},
      title = {Non-negative semi-supervised learning},
      year = {2009}
    }
    
  100. FPGA acceleration of rankboost in web search engines
    Ning-Yi Xu, Xiong-Fei Cai, Rui Gao, Lei Zhang and Feng-Hsiung Hsu
    ACM Transactions on Reconfigurable Technology and Systems (TRETS), 2009
    @article{xu2009fpga,
      author = {Xu, Ning-Yi and Cai, Xiong-Fei and Gao, Rui and Zhang, Lei and Hsu, Feng-Hsiung},
      journal = {ACM Transactions on Reconfigurable Technology and Systems (TRETS)},
      number = {4},
      pages = {19},
      publisher = {ACM},
      title = {FPGA acceleration of rankboost in web search engines},
      volume = {1},
      year = {2009}
    }
    
  101. Efficient indexing for large scale visual search
    Xiao Zhang, Zhiwei Li, Lei Zhang, Wei-Ying Ma and Heung-Yeung Shum
    International Conference on Computer Vision (ICCV), 2009
    @inproceedings{zhang2009efficient,
      author = {Zhang, Xiao and Li, Zhiwei and Zhang, Lei and Ma, Wei-Ying and Shum, Heung-Yeung},
      booktitle = {International Conference on Computer Vision (ICCV)},
      organization = {IEEE},
      pages = {1103--1110},
      title = {Efficient indexing for large scale visual search},
      year = {2009}
    }
    
  102. iRobot: An intelligent crawler for Web forums
    Rui Cai, Jiang-Ming Yang, Wei Lai, Yida Wang and Lei Zhang
    International World Wide Web Conference (WWW), 2008
    @inproceedings{cai2008irobot,
      author = {Cai, Rui and Yang, Jiang-Ming and Lai, Wei and Wang, Yida and Zhang, Lei},
      booktitle = {International World Wide Web Conference (WWW)},
      organization = {ACM},
      pages = {447--456},
      title = {iRobot: An intelligent crawler for Web forums},
      year = {2008}
    }
    
  103. Delivering online advertisements inside images
    Zhiwei Li, Lei Zhang and Wei-Ying Ma
    ACM Multimedia, 2008
    @inproceedings{li2008delivering,
      author = {Li, Zhiwei and Zhang, Lei and Ma, Wei-Ying},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {1051--1060},
      title = {Delivering online advertisements inside images},
      year = {2008}
    }
    
  104. Improving relevance judgment of web search results with image excerpts
    Zhiwei Li, Shuming Shi and Lei Zhang
    International World Wide Web Conference (WWW), 2008
    @inproceedings{li2008improving,
      author = {Li, Zhiwei and Shi, Shuming and Zhang, Lei},
      booktitle = {International World Wide Web Conference (WWW)},
      organization = {ACM},
      pages = {21--30},
      title = {Improving relevance judgment of web search results with image excerpts},
      year = {2008}
    }
    
  105. What are the high-level concepts with small semantic gaps?
    Yijuan Lu, Lei Zhang, Qi Tian and Wei-Ying Ma
    Computer Vision and Pattern Recognition (CVPR), 2008
    @inproceedings{lu2008high,
      author = {Lu, Yijuan and Zhang, Lei and Tian, Qi and Ma, Wei-Ying},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      pages = {1--8},
      title = {What are the high-level concepts with small semantic gaps?},
      year = {2008}
    }
    
  106. Annotating images by mining image search results
    Xin-Jing Wang, Lei Zhang, Xirong Li and Wei-Ying Ma
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2008
    @article{wang2008annotating,
      author = {Wang, Xin-Jing and Zhang, Lei and Li, Xirong and Ma, Wei-Ying},
      journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
      number = {11},
      pages = {1919--1932},
      publisher = {IEEE},
      title = {Annotating images by mining image search results},
      volume = {30},
      year = {2008}
    }
    
  107. Exploring traversal strategy for Web forum crawling
    Yida Wang, Jiang-Ming Yang, Wei Lai, Rui Cai, Lei Zhang and Wei-Ying Ma
    ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2008
    @inproceedings{wang2008exploring,
      author = {Wang, Yida and Yang, Jiang-Ming and Lai, Wei and Cai, Rui and Zhang, Lei and Ma, Wei-Ying},
      booktitle = {ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR)},
      organization = {ACM},
      pages = {459--466},
      title = {Exploring traversal strategy for Web forum crawling},
      year = {2008}
    }
    
  108. Graph-based multiple-instance learning for object-based image retrieval
    Changhu Wang, Lei Zhang and Hong-Jiang Zhang
    International Conference on Multimedia Information Retrieval (ACM MIR), 2008
    @inproceedings{wang2008graph,
      author = {Wang, Changhu and Zhang, Lei and Zhang, Hong-Jiang},
      booktitle = {International Conference on Multimedia Information Retrieval (ACM MIR)},
      organization = {ACM},
      pages = {156--163},
      title = {Graph-based multiple-instance learning for object-based image retrieval},
      year = {2008}
    }
    
  109. Learning to reduce the semantic gap in web image retrieval and annotation
    Changhu Wang, Lei Zhang and Hong-Jiang Zhang
    ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2008
    @inproceedings{wang2008learning,
      author = {Wang, Changhu and Zhang, Lei and Zhang, Hong-Jiang},
      booktitle = {ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR)},
      organization = {ACM},
      pages = {355--362},
      title = {Learning to reduce the semantic gap in web image retrieval and annotation},
      year = {2008}
    }
    
  110. Scalable search-based image annotation
    Changhu Wang, Feng Jing, Lei Zhang and Hong-Jiang Zhang
    Multimedia systems, 2008
    @article{wang2008scalable,
      author = {Wang, Changhu and Jing, Feng and Zhang, Lei and Zhang, Hong-Jiang},
      journal = {Multimedia systems},
      number = {4},
      pages = {205--220},
      publisher = {Springer},
      title = {Scalable search-based image annotation},
      volume = {14},
      year = {2008}
    }
    
  111. Scalable Markov model-based image annotation
    Changhu Wang, Lei Zhang and Hong-Jiang Zhang
    International Conference on Content-based Image and Video Retrieval (CIVR), 2008
    @inproceedings{wang2008scalablemarkov,
      author = {Wang, Changhu and Zhang, Lei and Zhang, Hong-Jiang},
      booktitle = {International Conference on Content-based Image and Video Retrieval (CIVR)},
      organization = {ACM},
      pages = {113--118},
      title = {Scalable Markov model-based image annotation},
      year = {2008}
    }
    
  112. Reconstruction and recognition of tensor-based objects with concurrent subspaces analysis
    Dong Xu, Shuicheng Yan, Lei Zhang, Stephen Lin, Hong-Jiang Zhang and Thomas S Huang
    IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2008
    @article{xu2008reconstruction,
      author = {Xu, Dong and Yan, Shuicheng and Zhang, Lei and Lin, Stephen and Zhang, Hong-Jiang and Huang, Thomas S},
      journal = {IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)},
      number = {1},
      pages = {36--47},
      publisher = {IEEE},
      title = {Reconstruction and recognition of tensor-based objects with concurrent subspaces analysis},
      volume = {18},
      year = {2008}
    }
    
  113. Search-based query suggestion
    Jiang-Ming Yang, Rui Cai, Feng Jing, Shuo Wang, Lei Zhang and Wei-Ying Ma
    ACM Conference on Information and Knowledge Management (CIKM), 2008
    @inproceedings{yang2008search,
      author = {Yang, Jiang-Ming and Cai, Rui and Jing, Feng and Wang, Shuo and Zhang, Lei and Ma, Wei-Ying},
      booktitle = {ACM Conference on Information and Knowledge Management (CIKM)},
      organization = {ACM},
      pages = {1439--1440},
      title = {Search-based query suggestion},
      year = {2008}
    }
    
  114. Automated music video generation using web image resource
    Rui Cai, Lei Zhang, Feng Jing, Wei Lai and Wei-Ying Ma
    International Conference on Acoustics, Speech, & Signal Processing (ICASSP), 2007
    @inproceedings{cai2007automated,
      author = {Cai, Rui and Zhang, Lei and Jing, Feng and Lai, Wei and Ma, Wei-Ying},
      booktitle = {International Conference on Acoustics, Speech, & Signal Processing (ICASSP)},
      organization = {IEEE},
      pages = {II--737},
      title = {Automated music video generation using web image resource},
      volume = {2},
      year = {2007}
    }
    
  115. Scalable music recommendation by search
    Rui Cai, Chao Zhang, Lei Zhang and Wei-Ying Ma
    ACM Multimedia, 2007
    @inproceedings{cai2007scalable,
      author = {Cai, Rui and Zhang, Chao and Zhang, Lei and Ma, Wei-Ying},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {1065--1074},
      title = {Scalable music recommendation by search},
      year = {2007}
    }
    
  116. Search Result Clustering Based Relevance Feedback for Web Image Retrival
    En Cheng, Feng Jing, Chao Zhang and Lei Zhang
    International Conference on Acoustics, Speech, & Signal Processing (ICASSP), 2007
    @inproceedings{cheng2007search,
      author = {Cheng, En and Jing, Feng and Zhang, Chao and Zhang, Lei},
      booktitle = {International Conference on Acoustics, Speech, & Signal Processing (ICASSP)},
      organization = {IEEE},
      pages = {I--961},
      title = {Search Result Clustering Based Relevance Feedback for Web Image Retrival},
      volume = {1},
      year = {2007}
    }
    
  117. Searching one billion web images by content: challenges and opportunities
    Zhiwei Li, Xing Xie, Lei Zhang and Wei-Ying Ma
    Multimedia Content Analysis and Mining, 2007
    @inproceedings{li2007searching,
      title = {Searching one billion web images by content: challenges and opportunities},
      author = {Li, Zhiwei and Xie, Xing and Zhang, Lei and Ma, Wei-Ying},
      booktitle = {Multimedia Content Analysis and Mining},
      pages = {33--36},
      year = {2007},
      publisher = {Springer}
    }
    
  118. Content-based image annotation refinement
    Changhu Wang, Feng Jing, Lei Zhang and Hong-Jiang Zhang
    Computer Vision and Pattern Recognition (CVPR), 2007
    @inproceedings{wang2007content,
      author = {Wang, Changhu and Jing, Feng and Zhang, Lei and Zhang, Hong-Jiang},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      pages = {1--8},
      title = {Content-based image annotation refinement},
      year = {2007}
    }
    
  119. IGroup: Presenting web image search results in semantic clusters
    Shuo Wang, Feng Jing, Jibo He, Qixing Du and Lei Zhang
    SIGCHI conference on Human factors in computing systems, 2007
    @inproceedings{wang2007igroup,
      author = {Wang, Shuo and Jing, Feng and He, Jibo and Du, Qixing and Zhang, Lei},
      booktitle = {SIGCHI conference on Human factors in computing systems},
      organization = {ACM},
      pages = {587--596},
      title = {IGroup: Presenting web image search results in semantic clusters},
      year = {2007}
    }
    
  120. Learning query-biased web page summarization
    Changhu Wang, Feng Jing, Lei Zhang and Hong-Jiang Zhang
    ACM conference on Conference on Information and Knowledge Management (CIKM), 2007
    @inproceedings{wang2007learning,
      author = {Wang, Changhu and Jing, Feng and Zhang, Lei and Zhang, Hong-Jiang},
      booktitle = {ACM conference on Conference on Information and Knowledge Management (CIKM)},
      organization = {ACM},
      pages = {555--562},
      title = {Learning query-biased web page summarization},
      year = {2007}
    }
    
  121. Retrieving Web Images to Enrich Music Representation
    Zhi-Kun Wang, Rui Cai, Lei Zhang, Yu Zheng and Jian-Min Li
    IEEE International Conference on Multimedia & Expo (ICME), 2007
    @inproceedings{wang2007retrieving,
      author = {Wang, Zhi-Kun and Cai, Rui and Zhang, Lei and Zheng, Yu and Li, Jian-Min},
      booktitle = {IEEE International Conference on Multimedia & Expo (ICME)},
      organization = {IEEE},
      pages = {256--259},
      title = {Retrieving Web Images to Enrich Music Representation},
      year = {2007}
    }
    
  122. FPGA-based accelerator design for rankboost in Web search engines
    Ning-yi Xu, Xiong-Fei Cai, Rui Gao, Lei Zhang and Feng-Hsiung Hsu
    International Conference on Field-Programmable Technology (ICFPT), 2007
    @inproceedings{xu2007fpga,
      author = {Xu, Ning-yi and Cai, Xiong-Fei and Gao, Rui and Zhang, Lei and Hsu, Feng-Hsiung},
      booktitle = {International Conference on Field-Programmable Technology (ICFPT)},
      organization = {IEEE},
      pages = {33--40},
      title = {FPGA-based accelerator design for rankboost in Web search engines},
      year = {2007}
    }
    
  123. Multilinear discriminant analysis for face recognition
    Shuicheng Yan, Dong Xu, Qiang Yang, Lei Zhang, Xiaoou Tang and Hong-Jiang Zhang
    IEEE Transactions on Image Processing (TIP), 2007
    @article{yan2007multilinear,
      author = {Yan, Shuicheng and Xu, Dong and Yang, Qiang and Zhang, Lei and Tang, Xiaoou and Zhang, Hong-Jiang},
      journal = {IEEE Transactions on Image Processing (TIP)},
      number = {1},
      pages = {212--220},
      publisher = {IEEE},
      title = {Multilinear discriminant analysis for face recognition},
      volume = {16},
      year = {2007}
    }
    
  124. Ranking web objects from multiple communities
    Le Chen, Lei Zhang, Feng Jing, Ke-Feng Deng and Wei-Ying Ma
    ACM International Conference on Information and knowledge Management (CIKM), 2006
    @inproceedings{chen2006ranking,
      author = {Chen, Le and Zhang, Lei and Jing, Feng and Deng, Ke-Feng and Ma, Wei-Ying},
      booktitle = {ACM International Conference on Information and knowledge Management (CIKM)},
      organization = {ACM},
      pages = {377--386},
      title = {Ranking web objects from multiple communities},
      year = {2006}
    }
    
  125. Scalable relevance feedback using click-through data for web image retrieval
    En Cheng, Feng Jing, Lei Zhang and Hai Jin
    ACM Multimedia, 2006
    @inproceedings{cheng2006scalable,
      author = {Cheng, En and Jing, Feng and Zhang, Lei and Jin, Hai},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {173--176},
      title = {Scalable relevance feedback using click-through data for web image retrieval},
      year = {2006}
    }
    
  126. IGroup: Web image search results clustering
    Feng Jing, Changhu Wang, Yuhuan Yao, Kefeng Deng, Lei Zhang and Wei-Ying Ma
    ACM Multimedia, 2006
    @inproceedings{jing2006igroup,
      author = {Jing, Feng and Wang, Changhu and Yao, Yuhuan and Deng, Kefeng and Zhang, Lei and Ma, Wei-Ying},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {377--384},
      title = {IGroup: Web image search results clustering},
      year = {2006}
    }
    
  127. VirtualTour: an online travel assistant based on high quality images
    Feng Jing, Lei Zhang and Wei-Ying Ma
    ACM Multimedia, 2006
    @inproceedings{jing2006virtualtour,
      author = {Jing, Feng and Zhang, Lei and Ma, Wei-Ying},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {599--602},
      title = {VirtualTour: an online travel assistant based on high quality images},
      year = {2006}
    }
    
  128. Image annotation by large-scale content-based image retrieval
    Xirong Li, Le Chen, Lei Zhang, Fuzong Lin and Wei-Ying Ma
    ACM Multimedia, 2006
    @inproceedings{li2006image,
      author = {Li, Xirong and Chen, Le and Zhang, Lei and Lin, Fuzong and Ma, Wei-Ying},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {607--610},
      title = {Image annotation by large-scale content-based image retrieval},
      year = {2006}
    }
    
  129. Annosearch: Image auto-annotation by search
    Xin-Jing Wang, Lei Zhang, Feng Jing and Wei-Ying Ma
    Computer Vision and Pattern Recognition (CVPR), 2006
    @inproceedings{wang2006annosearch,
      author = {Wang, Xin-Jing and Zhang, Lei and Jing, Feng and Ma, Wei-Ying},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      pages = {1483--1490},
      title = {Annosearch: Image auto-annotation by search},
      volume = {2},
      year = {2006}
    }
    
  130. Image annotation refinement using random walk with restarts
    Changhu Wang, Feng Jing, Lei Zhang and Hong-Jiang Zhang
    ACM Multimedia, 2006
    @inproceedings{wang2006image,
      author = {Wang, Changhu and Jing, Feng and Zhang, Lei and Zhang, Hong-Jiang},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {647--650},
      title = {Image annotation refinement using random walk with restarts},
      year = {2006}
    }
    
  131. Image annotation using search and mining technologies
    Xin-Jing Wang, Lei Zhang, Feng Jing and Wei-Ying Ma
    International World Wide Web Conference (WWW), 2006
    @inproceedings{wang2006image_www,
      author = {Wang, Xin-Jing and Zhang, Lei and Jing, Feng and Ma, Wei-Ying},
      booktitle = {International World Wide Web Conference (WWW)},
      organization = {ACM},
      pages = {1045--1046},
      title = {Image annotation using search and mining technologies},
      year = {2006},
      addendum = {(\textbf{Best Poster Award})}
    }
    
  132. Scalable search-based image annotation of personal images
    Changhu Wang, Feng Jing, Lei Zhang and Hong-Jiang Zhang
    ACM International Workshop on Multimedia Information Retrieval (ACM MIR), 2006
    @inproceedings{wang2006scalable,
      author = {Wang, Changhu and Jing, Feng and Zhang, Lei and Zhang, Hong-Jiang},
      booktitle = {ACM International Workshop on Multimedia Information Retrieval (ACM MIR)},
      organization = {ACM},
      pages = {269--278},
      title = {Scalable search-based image annotation of personal images},
      year = {2006}
    }
    
  133. Human gait recognition with matrix representation
    Dong Xu, Shuicheng Yan, Dacheng Tao, Lei Zhang, Xuelong Li and Hong-Jiang Zhang
    IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2006
    @article{xu2006human,
      author = {Xu, Dong and Yan, Shuicheng and Tao, Dacheng and Zhang, Lei and Li, Xuelong and Zhang, Hong-Jiang},
      journal = {IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)},
      number = {7},
      pages = {896--903},
      publisher = {IEEE},
      title = {Human gait recognition with matrix representation},
      volume = {16},
      year = {2006}
    }
    
  134. EnjoyPhoto: a vertical image search engine for enjoying high-quality photos
    Lei Zhang, Le Chen, Feng Jing, Kefeng Deng and Wei-Ying Ma
    ACM Multimedia, 2006
    @inproceedings{zhang2006enjoyphoto,
      author = {Zhang, Lei and Chen, Le and Jing, Feng and Deng, Kefeng and Ma, Wei-Ying},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {367--376},
      title = {EnjoyPhoto: a vertical image search engine for enjoying high-quality photos},
      year = {2006}
    }
    
  135. Efficient 3D reconstruction for face recognition
    Dalong Jiang, Yuxiao Hu, Shuicheng Yan, Lei Zhang, Hongjiang Zhang and Wen Gao
    Pattern Recognition, 2005
    @article{jiang2005efficient,
      author = {Jiang, Dalong and Hu, Yuxiao and Yan, Shuicheng and Zhang, Lei and Zhang, Hongjiang and Gao, Wen},
      journal = {Pattern Recognition},
      number = {6},
      pages = {787--798},
      publisher = {Elsevier},
      title = {Efficient 3D reconstruction for face recognition},
      volume = {38},
      year = {2005}
    }
    
  136. Boosting image classification with LDA-based feature combination for digital photograph management
    Xuezheng Liu, Lei Zhang, Mingjing Li, Hongjiang Zhang and Dingxing Wang
    Pattern Recognition, 2005
    @article{liu2005boosting,
      author = {Liu, Xuezheng and Zhang, Lei and Li, Mingjing and Zhang, Hongjiang and Wang, Dingxing},
      journal = {Pattern Recognition},
      number = {6},
      pages = {887--901},
      publisher = {Elsevier},
      title = {Boosting image classification with LDA-based feature combination for digital photograph management},
      volume = {38},
      year = {2005}
    }
    
  137. Similarity space projection for Web image search and annotation
    Ying Liu, Tao Qin, Tie-Yan Liu, Lei Zhang and Wei-Ying Ma
    ACM International Workshop on Multimedia Information Retrieval (ACM MIR), 2005
    @inproceedings{liu2005similarity,
      author = {Liu, Ying and Qin, Tao and Liu, Tie-Yan and Zhang, Lei and Ma, Wei-Ying},
      booktitle = {ACM International Workshop on Multimedia Information Retrieval (ACM MIR)},
      organization = {ACM},
      pages = {49--56},
      title = {Similarity space projection for Web image search and annotation},
      year = {2005}
    }
    
  138. Learning to Recognize Faces by Local Feature Design and Selection
    Yanwei Pang, Lei Zhang and Zhengkai Liu
    International Journal of Signal Processing, 2005
    @article{pang2005learning,
      author = {Pang, Yanwei and Zhang, Lei and Liu, Zhengkai},
      journal = {International Journal of Signal Processing},
      number = {4},
      pages = {251--257},
      title = {Learning to Recognize Faces by Local Feature Design and Selection},
      volume = {2},
      year = {2005}
    }
    
  139. Neighborhood preserving projections (NPP): a novel linear dimension reduction method
    Yanwei Pang, Lei Zhang, Zhengkai Liu, Nenghai Yu and Houqiang Li
    Advances in Intelligent Computing, 2005
    @article{pang2005neighborhood,
      author = {Pang, Yanwei and Zhang, Lei and Liu, Zhengkai and Yu, Nenghai and Li, Houqiang},
      journal = {Advances in Intelligent Computing},
      pages = {117--125},
      publisher = {Springer},
      title = {Neighborhood preserving projections (NPP): a novel linear dimension reduction method},
      year = {2005}
    }
    
  140. A novel Gabor-LDA based face recognition method
    Yanwei Pang, Lei Zhang, Mingjing Li, Zhengkai Liu and Weiying Ma
    Pacific Rim Conference on Advances in Multimedia Information Processing (PCM), 2005
    @article{pang2005novel,
      author = {Pang, Yanwei and Zhang, Lei and Li, Mingjing and Liu, Zhengkai and Ma, Weiying},
      journal = {Pacific Rim Conference on Advances in Multimedia Information Processing (PCM)},
      pages = {352--358},
      publisher = {Springer},
      title = {A novel Gabor-LDA based face recognition method},
      year = {2005}
    }
    
  141. Concurrent subspaces analysis
    Dong Xu, Shuicheng Yan, Lei Zhang, Hong-Jiang Zhang, Zhengkai Liu and Heung-Yeung Shum
    Computer Vision and Pattern Recognition (CVPR), 2005
    @inproceedings{xu2005concurrent,
      author = {Xu, Dong and Yan, Shuicheng and Zhang, Lei and Zhang, Hong-Jiang and Liu, Zhengkai and Shum, Heung-Yeung},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      pages = {203--208},
      title = {Concurrent subspaces analysis},
      volume = {2},
      year = {2005}
    }
    
  142. Parallel image matrix compression for face recognition
    Dong Xu, Shuicheng Yan, Lei Zhang, Mingjing Li, Weiying Ma, Zhengkai Liu and Hongjiang Zhang
    International Conference on Multimedia Modeling (MMM), 2005
    @inproceedings{xu2005parallel,
      author = {Xu, Dong and Yan, Shuicheng and Zhang, Lei and Li, Mingjing and Ma, Weiying and Liu, Zhengkai and Zhang, Hongjiang},
      booktitle = {International Conference on Multimedia Modeling (MMM)},
      organization = {IEEE},
      pages = {232--238},
      title = {Parallel image matrix compression for face recognition},
      year = {2005}
    }
    
  143. Salient feature selection for visual concept learning
    Feng Xu, Lei Zhang, Yu-Jin Zhang and Wei-Ying Ma
    Pacific Rim Conference on Advances in Multimedia Information Processing (PCM), 2005
    @article{xu2005salient,
      author = {Xu, Feng and Zhang, Lei and Zhang, Yu-Jin and Ma, Wei-Ying},
      journal = {Pacific Rim Conference on Advances in Multimedia Information Processing (PCM)},
      pages = {617--628},
      publisher = {Springer},
      title = {Salient feature selection for visual concept learning},
      year = {2005}
    }
    
  144. Coupled kernel-based subspace learning
    Shuicheng Yan, Dong Xu, Lei Zhang, Benyu Zhang and HongJiang Zhang
    Computer Vision and Pattern Recognition (CVPR), 2005
    @inproceedings{yan2005coupled,
      author = {Yan, Shuicheng and Xu, Dong and Zhang, Lei and Zhang, Benyu and Zhang, HongJiang},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      pages = {645--650},
      title = {Coupled kernel-based subspace learning},
      volume = {1},
      year = {2005}
    }
    
  145. Discriminant analysis with tensor representation
    Shuicheng Yan, Dong Xu, Qiang Yang, Lei Zhang, Xiaoou Tang and Hong-Jiang Zhang
    Computer Vision and Pattern Recognition (CVPR), 2005
    @inproceedings{yan2005discriminant,
      author = {Yan, Shuicheng and Xu, Dong and Yang, Qiang and Zhang, Lei and Tang, Xiaoou and Zhang, Hong-Jiang},
      booktitle = {Computer Vision and Pattern Recognition (CVPR)},
      organization = {IEEE},
      pages = {526--532},
      title = {Discriminant analysis with tensor representation},
      volume = {1},
      year = {2005}
    }
    
  146. Natural Image Retrieval with Sketches
    Jinyi Yao, Mingjing Li, Zhiwei Li, Lei Zhang and Wei-Ying Ma
    IEEE International Conference on Multimedia & Expo (ICME), 2005
    @inproceedings{yao2005natural,
      author = {Yao, Jinyi and Li, Mingjing and Li, Zhiwei and Zhang, Lei and Ma, Wei-Ying},
      booktitle = {IEEE International Conference on Multimedia & Expo (ICME)},
      organization = {IEEE},
      pages = {1198--1201},
      title = {Natural Image Retrieval with Sketches},
      year = {2005}
    }
    
  147. Auto cropping for digital photographs
    Mingju Zhang, Lei Zhang, Yanfeng Sun, Lin Feng and Weiying Ma
    IEEE International Conference on Multimedia & Expo (ICME), 2005
    @inproceedings{zhang2005auto,
      author = {Zhang, Mingju and Zhang, Lei and Sun, Yanfeng and Feng, Lin and Ma, Weiying},
      booktitle = {IEEE International Conference on Multimedia & Expo (ICME)},
      organization = {IEEE},
      pages = {4--pp},
      title = {Auto cropping for digital photographs},
      year = {2005}
    }
    
  148. Automatic 3D reconstruction for face recognition
    Yuxiao Hu, Dalong Jiang, Shuicheng Yan, Lei Zhang and Hongjiang Zhang
    IEEE International Conference on Automatic Face and Gesture Recognition (FG), 2004
    @inproceedings{hu2004automatic,
      author = {Hu, Yuxiao and Jiang, Dalong and Yan, Shuicheng and Zhang, Lei and Zhang, Hongjiang},
      booktitle = {IEEE International Conference on Automatic Face and Gesture Recognition (FG)},
      organization = {IEEE},
      pages = {843--848},
      title = {Automatic 3D reconstruction for face recognition},
      year = {2004}
    }
    
  149. Dynamic Feature Space Selection in Relevance Feedback Using Support Vector Machines
    Fang Qian, Mingjing Li, Lei Zhang, HongJiang Zhang and Bo Zhang
    International Workshop on Pattern Recognition in Information Systems (PRIS), 2004
    @inproceedings{qian2004dynamic,
      author = {Qian, Fang and Li, Mingjing and Zhang, Lei and Zhang, HongJiang and Zhang, Bo},
      booktitle = {International Workshop on Pattern Recognition in Information Systems (PRIS)},
      pages = {186--195},
      title = {Dynamic Feature Space Selection in Relevance Feedback Using Support Vector Machines},
      year = {2004}
    }
    
  150. Automated red-eye detection and correction in digital photographs
    Lei Zhang, Yanfeng Sun, Mingjing Li and Hongjiang Zhang
    IEEE International Conference on Image Processing (ICIP), 2004
    @inproceedings{zhang2004automated,
      author = {Zhang, Lei and Sun, Yanfeng and Li, Mingjing and Zhang, Hongjiang},
      booktitle = {IEEE International Conference on Image Processing (ICIP)},
      organization = {IEEE},
      pages = {2363--2366},
      title = {Automated red-eye detection and correction in digital photographs},
      volume = {4},
      year = {2004}
    }
    
  151. Efficient propagation for face annotation in family albums
    Lei Zhang, Yuxiao Hu, Mingjing Li, Weiying Ma and Hongjiang Zhang
    ACM Multimedia, 2004
    @inproceedings{zhang2004efficient,
      author = {Zhang, Lei and Hu, Yuxiao and Li, Mingjing and Ma, Weiying and Zhang, Hongjiang},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {716--723},
      title = {Efficient propagation for face annotation in family albums},
      year = {2004}
    }
    
  152. Head pose estimation using fisher manifold learning
    Longbin Chen, Lei Zhang, Yuxiao Hu, Mingjing Li and Hongjiang Zhang
    IEEE International Workshop on Analysis and Modeling of Faces and Gestures (AMFG), 2003
    @inproceedings{chen2003head,
      author = {Chen, Longbin and Zhang, Lei and Hu, Yuxiao and Li, Mingjing and Zhang, Hongjiang},
      booktitle = {IEEE International Workshop on Analysis and Modeling of Faces and Gestures (AMFG)},
      organization = {IEEE},
      pages = {203--207},
      title = {Head pose estimation using fisher manifold learning},
      year = {2003}
    }
    
  153. Semantic image clustering using relevance feedback
    Xiaoxin Yin, Mingjing Li, Lei Zhang and Hongjiang Zhang
    International Symposium on Circuits and Systems (ISCAS), 2003
    @inproceedings{yin2003semantic,
      author = {Yin, Xiaoxin and Li, Mingjing and Zhang, Lei and Zhang, Hongjiang},
      booktitle = {International Symposium on Circuits and Systems (ISCAS)},
      organization = {IEEE},
      pages = {II--904},
      title = {Semantic image clustering using relevance feedback},
      volume = {2},
      year = {2003}
    }
    
  154. Automated annotation of human faces in family albums
    Lei Zhang, Longbin Chen, Mingjing Li and Hongjiang Zhang
    ACM Multimedia, 2003
    @inproceedings{zhang2003automated,
      author = {Zhang, Lei and Chen, Longbin and Li, Mingjing and Zhang, Hongjiang},
      booktitle = {ACM Multimedia},
      organization = {ACM},
      pages = {355--358},
      title = {Automated annotation of human faces in family albums},
      year = {2003}
    }
    
  155. Bayesian Face Annotation in Family Albums (demo)
    Lei Zhang, Longbin Chen, Mingjing Li and Hongjiang Zhang
    International Conference on Computer Vision (ICCV), 2003
    @inproceedings{zhang2003bayesian,
      author = {Zhang, Lei and Chen, Longbin and Li, Mingjing and Zhang, Hongjiang},
      booktitle = {International Conference on Computer Vision (ICCV)},
      title = {Bayesian Face Annotation in Family Albums (demo)},
      volume = {2},
      year = {2003}
    }
    
  156. An efficient memorization scheme for relevance feedback in image retrieval
    Lei Zhang, Fang Qian, Mingjing Li and Hong-Jiang Zhang
    IEEE International Conference on Multimedia & Expo (ICME), 2003
    @inproceedings{zhang2003efficient,
      author = {Zhang, Lei and Qian, Fang and Li, Mingjing and Zhang, Hong-Jiang},
      booktitle = {IEEE International Conference on Multimedia & Expo (ICME)},
      organization = {IEEE},
      pages = {I--313},
      title = {An efficient memorization scheme for relevance feedback in image retrieval},
      volume = {1},
      year = {2003}
    }
    
  157. Boosting image orientation detection with indoor vs. outdoor classification
    Lei Zhang, Mingjing Li and Hong-Jiang Zhang
    IEEE Workshop on Applications of Computer Vision (WACV), 2002
    @inproceedings{zhang2002boosting,
      author = {Zhang, Lei and Li, Mingjing and Zhang, Hong-Jiang},
      booktitle = {IEEE Workshop on Applications of Computer Vision (WACV)},
      organization = {IEEE},
      pages = {95--99},
      title = {Boosting image orientation detection with indoor vs. outdoor classification},
      year = {2002}
    }
    
  158. Support vector machine learning for image retrieval
    Lei Zhang, Fuzong Lin and Bo Zhang
    IEEE International Conference on Image Processing (ICIP), 2001
    @inproceedings{zhang2001support,
      author = {Zhang, Lei and Lin, Fuzong and Zhang, Bo},
      booktitle = {IEEE International Conference on Image Processing (ICIP)},
      organization = {IEEE},
      pages = {721--724},
      title = {Support vector machine learning for image retrieval},
      volume = {2},
      year = {2001}
    }
    
  159. N-gram language model compression using scalar quantization and incremental coding
    Shuo DI, Lei ZHANG, Zheng CHEN, Eric CHANG and Kai-Fu LEE
    International Symposium on Chinese Spoken Language Processing, 2000
    @inproceedings{di2000n,
      author = {DI, Shuo and ZHANG, Lei and CHEN, Zheng and CHANG, Eric and LEE, Kai-Fu},
      booktitle = {International Symposium on Chinese Spoken Language Processing},
      pages = {347--350},
      title = {N-gram language model compression using scalar quantization and incremental coding},
      year = {2000}
    }
    
  160. A CBIR method based on color-spatial feature
    Lei Zhang, Fuzong Lin and Bo Zhang
    IEEE Region 10 Conference (TENCON), 1999
    @inproceedings{zhang1999cbir,
      author = {Zhang, Lei and Lin, Fuzong and Zhang, Bo},
      booktitle = {IEEE Region 10 Conference (TENCON)},
      organization = {IEEE},
      pages = {166--169},
      title = {A CBIR method based on color-spatial feature},
      volume = {1},
      year = {1999}
    }