高常鑫

同专业硕导
个人信息Personal information

副教授 硕士生导师
性别：男
在职信息：在职
所在单位：人工智能与自动化学院
学历：研究生(博士)毕业
学位：博士学位
毕业院校：华中科技大学
学科：模式识别与智能系统


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个人简介Personal profile

高常鑫，华中科技大学副教授。2005年6月毕业于华中科技大学光信息科学与技术专业，获理学学士，2010年6月毕业于华中科技大学模式识别与智能系统专业，获博士学位。2010年7月进入华中科技大学图像识别与人工智能研究所，从事博士后研究。2012年3月至2013年3月在比利时Université Catholique de Louvain（天主教鲁汶大学）进行博士后研究。主要从事计算机视觉、模式识别和智能视频分析方面的研究工作。主页： https://sites.googl...
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教育经历Education experience

2005.9 ~ 2010.6  华中科技大学硕博   -  模式识别与智能系统  -  博士学位  -  研究生(博士)毕业 
2001.9 ~ 2005.6  华中科技大学   -  光学工程  -  学士学位  -  本科(学士) 

工作经历Work experience

2016.11-至今 华中科技大学 -副教授
2013.4-2016.10 华中科技大学 -讲师
2012.3-2013.3 法语天主教鲁汶大学 -博士后
2010.7-2012.3 华中科技大学 -博士后


社会兼职Social affiliations

IEEE 会员
中国图象图形学学会青年工作委员会通讯委员
中国图象图形学学会成像探测与感知专委会副秘书长
中国图象图形学学会视觉大数据专委会委员
中国计算机学会计算机视觉专委会委员
中国自动化学会混合智能专委会委员



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研究方向Research focus

计算机视觉
模式识别
智能视频分析


团队成员Research group

暂无内容

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高常鑫


同专业硕导

个人信息Personal information

副教授 硕士生导师
性别：男
在职信息：在职
所在单位：人工智能与自动化学院
学历：研究生(博士)毕业
学位：博士学位
毕业院校：华中科技大学
学科：模式识别与智能系统



学术论文 中文主页 - 学术论文

Journal Article
Yanrui Bin, Zhao-Min Chen, Xiu-Shen Wei*, Xinya Chen, Changxin Gao, Nong Sang*, "Structure-aware Human Pose Estimation with Graph Convolutional Networks," Pattern recognition (PR), vol. 106, pp. 107410, 2020

Changxin Gao, Yang Chen, Jin-Gang Yu, Nong Sang*, "Pose-guided Spatiotemporal Alignment for Video-based Person Re-identification,"Information Sciences, vol. 527, pp. 176-190, 2020. [paper]
Lerenhan Li, Jinshan Pan, Wei-Sheng Lai,Changxin Gao, Nong Sang, Ming-Hsuan Yang, "Dynamic Scene Deblurring by Depth Guided Model,"IEEE Transactions on Image Processing (TIP), vol. 29, pp. 5273-5288, 2020 [paper]
Juncai Peng, Yuanjie Shao*, Nong Sang,Changxin Gao, "Joint Image Deblurring and Matching with Feature-based Sparse Representation Prior,"Pattern recognition (PR), accepted.
Chuchu Han, Ruochen Zheng,Changxin Gao*, and Nong Sang, "Complementation-Reinforced Attention Network for Person Re-Identification,"IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), accepted.
Shiwei Zhang, Lin Song,Changxin Gao, Nong Sang*, "GLNet: Global Local Network for Weakly Supervised Action Localization,"IEEE Transactions on Multimedia (TMM), accepted
Lerenhan Li#, Yulong Dong#, Wenqi Ren, Jinshan Pan,Changxin Gao, Nong Sang*, Ming-Hsuan Yang, "Semi-supervised Image Dehazing,"IEEE Transactions on Image Processing (TIP), vol. 29, pp. 2766-2779, 2020 [paper]
Jin-Gang Yu, Yansheng Li,Changxin Gao, Hongxia Gao, Gui-Song Xia, Zhu Liang Yu and Yuanqing Li*, "Exemplar-Based Recursive Instance Segmentation With Application to Plant Image Analysis,"IEEE Transactions on Image Processing (TIP), vol. 29, pp. 389-404, 2020. [paper]
Lerenhan Li, Jinshan Pan, Wei-sheng Lai,Changxin Gao, Nong Sang*, Ming-Hsuan Yang, "Blind Image Deblurring via Deep Discriminative Priors,"International Journal of Computer Vision (IJCV), 127(8):1025-1043, 2019 [paper] [project] [code]
Yuanjie Shao, Nong Sang*,Changxin Gao, Li Ma, "Spatial and Class Structure Regularized Sparse Representation Graph for Semi-Supervised Hyperspectral Image Classification,"Pattern Recognition (PR), vol. 81, pp. 81-94, 2018. [paper]
Shiwei Zhang,Changxin Gao, Jing Zhang, Feifei Chen, and Nong Sang*. "Discriminative Part Selection For Human Action Recognition,"IEEE Transactions on Multimedia (TMM), 20(4):769-780, 2018 [paper]
Jin Wang, Zheng Wang, Chao Liang,Changxin Gao*, Nong Sang. "Equidistance Constrained Metric Learning for Person Re-identification,"Pattern Recognition (PR), vol. 74, pp. 38-51, 2018. [paper] [code]
Jin Wang, Zheng Wang,Changxin Gao*, Nong Sang, Rui Huang, "DeepList: Learning Deep Features with Adaptive Listwise Constraint for Person Re- identification,"IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 27(3):513-524, 2017. [paper] [code]
Changxin Gao, Feifei Chen, Jin-Gang Yu, Rui Huang, Nong Sang*. "Robust Visual Tracking Using Exemplar-based Detectors,"IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 27(2):300-312, 2017 [paper] [project]
Shiwei Zhang,Changxin Gao*, Feifei Chen, Sihui Luo, and Nong Sang. "Group Sparse Based Mid-level Representation For Action Recognition,"IEEE Transactions on Systems, Man, and Cybernetics: Systems (TSMC), 47(4):660-672, 2017. [paper]
Yuanjie Shao, Nong Sang*,Changxin Gao, Li Ma. "Probabilistic Class Structure Regularized Sparse Representation Graph for Semi-Supervised Hyperspectral Image Classification,"Pattern Recognition (PR), vol. 63, pp. 102-114, 2017. [paper]
Changxin Gao, Nong Sang, Rui Huang*, "Spatial Multi-scale Gradient Orientation Consistency for Place Instance and Scene Category Recognition,"Information Sciences, vol. 372, pp. 84-97, 2016. [paper]
Chang Han, Hongyan Zhang*,Changxin Gao, Cheng Jiang, Nong Sang, Liangpei Zhang. "A Remote Sensing Image Fusion Method Based on the Analysis Sparse Model,"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (J-STARS), 9(1):439-453, 2016. [paper]
Jun Xiang, Nong Sang, Jianhua Hou, Rui Huang,Changxin Gao*, "Multi-target Tracking Using Hough Forest Random Field,"IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 26(11):2028-2042, 2016. [paper] [project]
Jin-Gang Yu, Gui-Song Xia,Changxin Gao*, Ashok Samal, "A Computational Model for Object-Based Visual Saliency: Spreading Attention along Gestalt Cues,"IEEE Transactions on Multimedia (TMM), 18(2):273-286, 2016 [paper]
Changxin Gao, Nong Sang*, and Rui Huang, "Instance-based attention: where could humans look first when searching for an object instance,"Optics Letters (OL), 2012, 37(1):76-78. [paper]
Conference Paper
Chuchu Han, Zhedong Zheng,Changxin Gao*, Nong Sang, Yi Yang, "Decoupled and Memory-Reinforced Networks: Towards Effective Feature Learning for One-Step Person Search,"AAAI, 2021

Shizhen Zhao,Changxin Gao*, Jun Zhang, Hao Cheng, Chuchu Han, Xinyang Jiang, Xiaowei Guo, Wei-Shi Zheng, Nong Sang, Xing Sun, "Do Not Disturb Me: Person Re-identification Under the Interference of Other Pedestrians,"ECCV, 2020 [paper]

Changqian Yu, Yifan liu,Changxin Gao, Chunhua Shen, Nong Sang*, "Representative Graph Neural Network,"ECCV, 2020 [paper]
Yanrui Bin, Xuan Cao, Chen Xinya, Yanhao Ge, Ying Tai, Chengjie Wang, Jilin Li, Feiyue Huang,Changxin Gao, Nong Sang, "Adversarial Semantic Data Augmentation for Human Pose Estimation,"ECCV, 2020 [paper]
Changqian Yu, Jingbo Wang,Changxin Gao*, Gang Yu, Chunhua Shen, Nong Sang, "Context Prior for Scene Segmentation,"CVPR, 2020 [paper]
Yuanjie Shao, Lerenhan Li, Wenqi Ren,Changxin Gao, Nong Sang*, "Domain Adaptation for Image Dehazing,"CVPR, 2020 [paper] [code]
Zhibo Fan, Zhihao Liang, Jin-Gang Yu*, Jiarong Ou,Changxin Gao, Gui-Song Xia, Yuanqing Li, "FGN: Fully Guided Network for Few-Shot Instance Segmentation,"CVPR, 2020 [paper]
Shizhen Zhao,Changxin Gao*, Yuanjie Shao, Lerenhan Li, Changqian Yu, Zhong Ji, Nong Sang, "GTNet: Generative Transfer Network for Zero-Shot Object Detection,"AAAI, 2020 [paper]
Chuchu Han#, Jiacheng Ye#, Yunshan Zhong, Xin Tan, Chi Zhang,Changxin Gao*, Nong Sang, "Re-ID Driven Localization Refinement for Person Search,"ICCV, 2019 [paper]
Ruochen Zheng, Lerenhan Li, Chuchu Han,Changxin Gao*, Nong Sang, "Camera Style and Identity Disentangling Network for Person Re-identification,"BMVC, 2019 [paper]
Xinya Chen, Yanrui Bin, Nong Sang*,Changxin Gao, "Scale Pyramid Network for Crowd Counting,"WACV, 2019 [paper]
Changqian Yu#, Jingbo Wang#, Chao Peng,Changxin Gao*, Gang Yu, Nong Sang, "BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation,"ECCV, 2018 [paper][code]
Changqian Yu, Jingbo Wang, Chao Peng,Changxin Gao*, Gang Yu, Nong Sang, "Learning a Discriminative Feature Network for Semantic Segmentation,"CVPR, 2018 [paper][code]
Lerenhan Li, Jinshan Pan, Wei-Sheng Lai,Changxin Gao, Nong Sang*, Ming-Hsuan Yang, "Learning a Discriminative Prior for Blind Image Deblurring,"CVPR, 2018 [paper] [project]

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高常鑫


同专业硕导

个人信息Personal information

副教授 硕士生导师
性别：男
在职信息：在职
所在单位：人工智能与自动化学院
学历：研究生(博士)毕业
学位：博士学位
毕业院校：华中科技大学
学科：模式识别与智能系统



研究组 中文主页 - 研究组



在读学生
余昌黔，硕士研究生（已转博士，导师桑农），语义分割
杨蓓蓓，硕士研究生，行人解析、语义分割
王锐，硕士研究生，行人重识别，图像生成
彭欢，硕士研究生，目标检测，学习与推理
赵世震，硕士研究生，零样本学习，行人重识别

吴东岳，硕士研究生，语义分割
陈济远，硕士研究生，行人重识别
陈诚，硕士研究生，小样本目标检测、行人重识别
李澳妍，本科生（已保研），语义分割

黄源，本科生（已保研），小样本学习


毕业学生
时辉章，硕士研究生，目标跟踪
刘心田，硕士研究生，行人重识别
邹雷，硕士研究生，车辆检索
陈洋，硕士研究生，行人重识别

何兆华，硕士研究生，目标检测及嵌入式实现
罗敬昊，硕士研究生，行人属性识别及嵌入式实现，行人重识别
雷家荟，硕士研究生，车辆检索，目标检测

秦淮，硕士研究生，目标跟踪
郑若辰，硕士研究生，行人重识别
刘佳惠，硕士研究生，弱监督语义分割
胡菲，硕士研究生，小样本目标检测

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高常鑫


同专业硕导

个人信息Personal information

副教授 硕士生导师
性别：男
在职信息：在职
所在单位：人工智能与自动化学院
学历：研究生(博士)毕业
学位：博士学位
毕业院校：华中科技大学
学科：模式识别与智能系统



教学信息 中文主页 - 教学信息



计算机视觉（本科）
C语言程序设计（本科）
C语言课程设计（本科）
计算机视觉（研究生）

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高常鑫


同专业硕导

个人信息Personal information

副教授 硕士生导师
性别：男
在职信息：在职
所在单位：人工智能与自动化学院
学历：研究生(博士)毕业
学位：博士学位
毕业院校：华中科技大学
学科：模式识别与智能系统



招生信息 中文主页 - 招生信息


专业需求：自动化、电子信息工程、通信工程、计算机科学与技术、软件工程、光电信息工程、信息与计算科学、数学与应用数学等
招生方向：（1）语义分割（2）行人重识别（3）小样本学习（4）目标检测。