周文罡




Email: zhwg@ustc.edu.cn 

个人主页:http://staff.ustc.edu.cn/~zhwg/ 

实验室:多媒体计算与通信教育部-微软重点实验室

地址:安徽省合肥市中国科学技术大学电子工程与信息科学系,230027


主要研究方向:多媒体内容分析与检索、计算机视觉。


周文罡,男,生于1984年5月,信号与信息处理专业博士,现任中国科学技术大学电子工程与信息科学系教授、博士生导师。国家"优秀青年基金"获得者(2018)。曾获中科院百篇优秀博士学位论文奖,入选中科院青促会会员、中国科协"青年人才托举工程"。发表学术论文100余篇,其中包括IEEE TPAMI、IEEE TIP等IEEE/ACM汇刊论文和CVPR、ACM MM等CCF A类国际会议论文共40篇,并荣获国际会议ICIMCS 2012最佳论文奖。


教育经历:

2002/09~2006/07,武汉大学,电子工程系,学士学位。

2006/09~2011/07,中国科学技术大学,电子工程与信息科学系,博士学位。


工作经历:

2011年9月~2013年9月,美国德州大学圣安东尼奥分校,博士后。

2013年10月~2018年11月,中国科学技术大学电子工程与信息科学系,副教授、博导。

2018年12月至今,中国科学技术大学电子工程与信息科学系,教授、博导。


主持科研项目:

(1)国家基金委优秀青年基金项目《大规模图像检索》(61822208),130万元,2019/01 -2021/12,课题负责人。 

(2)国家基金委面上项目《基于无视觉码本框架的大规模图像检索研究》 (批准号:61472378),2015/01 -2018/12,课题负责人。

(3)国家基金委重点项目《面向视觉认知的脑启发式多源数据深度学习理论与方法》 (批准号:61632019),2017/01 -2021/12,子课题负责人。

(4)安徽省基金委面上项目《面向图像检索的可扩展视觉特征量化研究》 (批准号:1508085MF109),2015/06-2017/06,课题负责人。

(5)科大讯飞股份有限公司横向项目《基于多元图像信息的手语识别技术研发》,2014/01-2016/12,课题负责人。

(6)国家科技部/973计划项目《与视感知一致的视觉信息编码理论》, 2015/01-2019/12,课题参与。

(7)国家基金委重大项目《与主观感知一致的图像视频质量评价方法》, 2014/01-2018/12,课题参与。


主要论著:

国际期刊汇刊论文

[01]Shaoyan Sun, Wengang Zhou, Qi Tian, Ming Yang, and Houqiang Li, “Assessing Image Retrieval Quality at the First Glance,” IEEE Transactions on Image Processing (TIP), vol. 27, no. 12, pp. 6124-6134, 2018.

[02]Yue Lv, Wengang Zhou, Qi Tian, Shaoyan Sun, and Houqiang Li, “Retrieval Oriented Deep Feature Learning with Complementary Supervision Mining,” accepted to IEEE Transactions on Image Processing (TIP), May 2018.

[03] Ning Wang, Wengang Zhou, and Houqiang Li, “Reliable Re-detection for Long-Term Tracking,” accepted to IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), March 2018.

[04] Min Wang, Wengang Zhou, Qi Tian, and Houqiang Li, “A General Framework for Linear Distance Preserving Hashing,” IEEE Transactions on Image Processing (TIP), vol. 27, no. 2, pp. 907-922, 2018.

[05] Wengang Zhou, Houqiang Li, Jian Sun, and Qi Tian, “Collaborative Index Embedding for Image Retrieval,” IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 40, no. 5, pp. 1154-1166, 2018.

[06] Dan Guo, Wengang Zhou, Houqiang Li, and Meng Wang, “Online Early-Late Fusion Based on Adaptive HMM for Sign Language Recognition,” ACM Transactions on Multimedia Computing Communications and Applications (TOMM), vol. 14, no. 1, Article 8, Dec. 2017.

[07] Xiaopeng Zhang, Hongkai Xiong, Wengang Zhou, Weiyao Lin, and Qi Tian, “Picking Neural Activations for Fine-grained Localization and Description,” IEEE Transactions on Multimedia (TMM), vol. 19, no. 12, pp. 2736-2750, 2017.

[08] Zhanning Gao, Jianru Xue, Wengang Zhou, Shanmin Pang, and Qi Tian, “Democratic Diffusion Aggregation for Image Retrieval,” IEEE Transactions on Multimedia (TMM), vol. 18, no. 8, pp. 1661-1674, Aug. 2016.

[09] Qingbo Lu, Wengang Zhou, Lu Fang, and Houqiang Li, “Robust Blur Kernel Estimation for License Plate Images from Fast Moving Vehicles,” IEEE Transactions on Image Processing (TIP), vol. 25, no. 5, pp. 2311-2323, Feb. 2016.

[10] Xiaopeng Zhang, Hongkai Xiong, Wengang Zhou, and Qi Tian, “Fused One-vs-All Features with Semantic Alignments for Fine-Grained Visual Categorization,” IEEE Transactions on Image Processing (TIP), vol. 25, no. 2, pp. 878-892, 2016.

[11] Xingyang Cai, Wengang Zhou, Lei Wu, Jiebo Luo, and Houqiang Li, “Effective Active Skeleton Representation for Low Latency Human Action Recognition,” IEEE Transactions on Multimedia (TMM), vol. 18, no. 2, pp. 141-154, 2016.

[12] Wengang Zhou, Ming Yang, Xiaoyu Wang, Houqiang Li, Yuanqing Lin, and Qi Tian, “Scalable Feature Matching by Dual Cascaded Scalar Quantization for Image Retrieval,” IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 38, no. 1, pp. 159-171, 2016.

[13] Zhen Liu, Houqiang Li, Wengang Zhou, and Qi Tian, “Uniforming residual vector distribution for distinctive image representation,” IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), vol. 26, no. 2, pp. 375-384, 2016.

[14] Shaoyan Sun, Wengang Zhou, Houqiang Li, and Qi Tian, “Scalable Object Retrieval with Compact Image Representation from Generic Object Regions,” ACM Transactions on Multimedia Computing Communications and Applications (TOMM), vol. 12, no. 29, 2016.

[15] Lingxi Xie, Qi Tian, Wengang Zhou, and Bo Zhang, “Heterogeneous Graph Propagation for Large-Scale Web Image Search,” IEEE Transactions on Image Processing (TIP), vol. 24, no. 1, pp. 4287-4298, 2015.

[16] Wengang Zhou, Houqiang Li, Richang Hong, Yijuan Lu, and Qi Tian, “BSIFT: towards Data-Independent Codebook for Large Scale Image Search,” IEEE Transactions on Image Processing (TIP), vol. 24, no. 3, pp. 967-979, 2015.

[17] Zhen Liu, Houqiang Li, Wengang Zhou, and Qi Tian, “Uniting Keypoints: Local Visual Information Fusion for Large Scale Image Search,” IEEE Transactions on Multimedia (TMM), vol. 17, no. 4, pp. 538-548, 2015.

[18] Zhen Liu, Houqiang Li, Liyan Zhang, Wengang Zhou, and Qi Tian, "Cross-Indexing of Binary SIFT Codes for Large-Scale Image Search,” IEEE Transactions on Image Processing (TIP), vol. 23, no. 5, pp. 2047-2057, 2014.

[19] Wengang Zhou, Ming Yang, Houqiang Li, Xiaoyu Wang, Yuanqing Lin, and Qi Tian, “Towards Codebook-free: Scalable Cascaded Hashing for Mobile Image Search,” IEEE Transactions on Multimedia (TMM), vol. 16, no. 3, pp. 601-611, 2014.

[20] Zhen Liu, Houqiang Li, Wengang Zhou, Ruizhen Zhao, and Qi Tian, “Contextual Hashing for Large-scale Image Search,” IEEE Transactions on Image Processing (TIP), vol. 23, no. 4, pp. 1606-1614, 2014.

[21] Wengang Zhou, Houqiang Li, Yijuan Lu, and Qi Tian, “SIFT Match Verification by Geometric Coding for Large-scale Partial-Duplicate Web Image Search,” ACM Transactions on Multimedia Computing, Communications and Applications (TOMM), vol. 9, no. 1, article 4, February, 2013.

[22] Wengang Zhou, Houqiang Li, Yijuan Lu, and Qi Tian, “Principal Visual Word Discovery for Automatic License Plate Detection,” IEEE Transactions on Image Processing (TIP), vol. 21, no. 6, pp. 4269-4279, 2012.

国际会议论文(CCF A类)

[01]Jianglei Huang and Wengang Zhou, “Re2EMA: Regularized and Reinitialized Exponential Moving Average for Target Model Update in Object Tracking,” accepted to AAAI Conference on Artificial Intelligence (AAAI), 2019.

[02]Yiheng Liu, Zhenxun Yuan, Wengang Zhou, and Houqiang Li, “Spatial and Temporal Mutual Promotion for Video-based Person Re-identification,” accepted to AAAI Conference on Artificial Intelligence (AAAI), 2019. 

[03]Yuanqiang Fang, Wengang Zhou, Yijuan Lu, Jinhui Tang, Qi Tian, and Houqiang Li, “Cascaded Feature Augmentation with Diffusion for Image Retrieval,” accepted to ACM International Conference on Multimedia (MM), Oral Paper, July 2018.

[04] Jiayu Wang, Wengang Zhou, Jinhui Tang, Zhongqian Fu, Qi Tian, and Houqiang Li, “Unregularized Auto-Encoder with Generative Adversarial Networks for Image Generation,” accepted to ACM International Conference on Multimedia (MM), Poster Paper, July 2018.

[05] Xusong Chen, Dong Liu, Zheng-Jun Zha, Wengang Zhou, and Zhiwei Xiong, “Temporal Hierarchical Attention at Category- and Item-Level for Micro-Video Click-Through Prediction,” accepted to ACM International Conference on Multimedia (MM), July 2018.

[06] Shuo Wang, Dan Guo, Wengang Zhou, Zheng-Jun Zha, and Meng Wang, “Connectionist Temporal Fusion for Sign Language Translation,” accepted to ACM International Conference on Multimedia (MM), July 2018.

[07] Xiaotian Zhu, Wengang Zhou, and Houqiang Li, “Improving Deep Neural Network Sparsity through Decorrelation Regularization,” accepted to International Joint Conference on Artificial Intelligence (IJCAI), April 2018.

[08] Junfu Pu, Wengang Zhou, and Houqiang Li, “Dilated Convolutional Network with Iterative Optimization for Continuous Sign Language Recognition ,” accepted to International Joint Conference on Artificial Intelligence (IJCAI), April 2018.

[09] Ning Wang, Wengang Zhou, Qi Tian, Richang Hong, Meng Wang, and Houqiang Li, “Multi-Cue Correlation Filters for Robust Visual Tracking,” accepted to IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), Feb. 2018.

[10] Jie Huang, Wengang Zhou, Qilin Zhang, Houqiang Li and Weiping Li, “Video-based Sign Language Recognition without Temporal Segmentation,” AAAI Conference on Artificial Intelligence (AAAI), 2018.

[11] Dan Guo, Wengang Zhou, Meng Wang, and Houqiang Li, “Hierarchical LSTM for Sign Language Translation,” AAAI Conference on Artificial Intelligence (AAAI), 2018.

[12] Min Wang, Wengang Zhou, Qi Tian, Junfu Pu, and Houqiang Li, “Deep Supervised Quantization by Self-Organized Map,” ACM International Conference on Multimedia (MM), Long Paper, 2017.

[13] Min Wang, Wengang Zhou, Qi Tian, Zheng-jun Zha, and Houqiang Li, "Linear Distance Preserving Pseudo-Supervised and Unsupervised Hashing," ACM International Conference on Multimedia (MM), Long Paper, 1257-1266, 2016.

[14] Xiaopeng Zhang, Hongkai Xiong, Wengang Zhou, Weiyao Lin, and Qi Tian, "Picking Deep Filter Responses for Fine-grained Image Recognition," IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1134-1142, 2016.

[15] Peng Zhang, Wengang Zhou, Lei Wu, and Houqiang Li, "SOM: Semantic Obviousness Metric for Image Quality Assessment," IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2015.

[16] Xiaopeng Zhang, Hongkai Xiong, Wengang Zhou, and Qi Tian, "Fused one-vs-all mid-level features for fine-grained visual categorization," In Proceedings of the ACM International Conference on Multimedia (MM), pp. 287-296, Long Paper, 2014.  

[17] Liang Zheng, Shengjin Wang, Wengang Zhou, and Qi Tian, “Bayes Merging of Multiple Vocabularies for Scalable Image Retrieval,” IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2014.

[18] Junhua Mao, Houqiang Li, Wengang Zhou, Shuicheng Yan, and Qi Tian, “Scale-based region growing for scene text detection,” ACM International Conference on Multimedia (MM), Long Paper, Barcelona, Spain, October 21-25, 2013.

[19] Wengang Zhou, Yijuan Lu, Houqiang Li, and Qi Tian, "Scalar quantization for large scale image search," ACM International Conference on Multimedia (MM), Long Paper, 2012.  

[20] Zhen Liu, Houqiang Li, Wengang Zhou, and Qi Tian, "Embedding spatial context information into inverted file for large-scale image retrieval," ACM International Conference on Multimedia (MM), Long Paper, 2012.

[21] Wengang Zhou, Yijuan Lu, Houqiang Li, Y. Song, and Qi Tian, "Spatial coding for large scale partial-duplicate web image search," ACM International Conference on Multimedia (MM), Long Paper, Florence, Italy, October 25-29, pp.131-140, 2010.