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| 1 | Uncertainty-optimized deep learning model for small-scale person re-identification显示文摘In recent years, deep learning has developed rapidly and is widely used in various fields, such as computer vision, speech recognition, and natural language processing. For end-to-end person re-identification,most deep learning methods rely on large-scale datasets. Relatively few methods work with small-scale datasets. Insufficient training samples will affect neural network accuracy significantly. This problem limits the practical application of person re-identification. For small-scale person re-identification, the uncertainty of person representation and the overfitting problem associated with deep learning remain to be solved.Quantifying the uncertainty is difficult owing to complex network structures and the large number of hyperparameters. In this study, we consider the uncertainty of pedestrian representation for small-scale person re-identification. To reduce the impact of uncertain person representations, we transform parameters into distributions and conduct multiple sampling by using multilevel dropout in a testing process. We design an improved Monte Carlo strategy that considers both the average distance and shortest distance for matching and ranking. When compared with state-of-the-art methods, the proposed method significantly improve accuracy on two small-scale person re-identification datasets and is robust on four large-scale datasets. | Cairong ZHAO Kang CHEN Di ZANG Zhaoxiang ZHANG Wangmeng ZUO Duoqian MIAO | 2019 | Science China(Information Sciences)2019，62，12： | 6 |
| 2 | 中美大学生领导力教育与培养的比较研究显示文摘大学生是引领未来社会发展的重要力量,大学阶段是学生领导力培养的黄金时期。大学生领导力教育研究对把控我国大学生领导力培养方向,前瞻性开发与储备领导人才战略性资源具有重要意义。在认知领导力概念和大学生领导力内涵的基础上,通过对中美两国大学生领导力教育与培养理论与实践的比较研究,客观分析了美国在大学生领导力培养方面取得的成果及值得借鉴的经验。根据美国大学生领导力教育和培养的启示,结合中国高等教育实际,提出了将大学生领导力教育纳入国家人才培养战略、高校制定可行的大学生领导力培养发展计划、整合社会资源拓展大学生领导力培养实践渠道等适合中国新时期大学生领导力培养的策略。 | 葛涛 韩萍 WangMeng | 2020 | 安徽理工大学学报(社会科学版)2020，22，4： | 3 |
| 3 | 显示文摘 | WANGMeng FENGWei-yue LUWen-wei etal(t萌 丰伟悦 陆文伟 等) | 2008 | 分析化学2008，36，3： | 1 |
| 4 | An assembled matrix distance metric for 2DPCA-based image recognition显示文摘 | ZUO Wangmeng ZHANG D WANG Kuanquan | 2006 | Pattern Recognition Letters2006，27，3： | 1 |
| 5 | Combination of two novel LDA-based methods for face recognition 显示文摘 | ZUO Wangmeng WANG Kuanquan ZHANG David | 2007 | Advanced Neuro- computing Theory and Methodology2007，70，46： | 1 |
| 6 | An Assembled Matrix Distance Metric for 2DPCA-based Image Recognition 显示文摘 | Zuo Wangmeng Zhang D Wang Kuanquan | 2006 | Pattern Recognition Letters2006，27，3： | 1 |
| 7 | Gradient histogram estimation and preservation for texture enhanced image denoising显示文摘 | Zuo Wangmeng Zhang Lei Song Chunwei | 2014 | IEEE Trans on Image Processing2014，23，6： | 1 |
| 8 | Combination of two novel LDA-based methods for face recognition显示文摘 | ZUO Wangmeng WANG Kuanquan ZHANG David | | 0，，04： | 1 |
| 9 | Gradi- ent histogram estimation and preservation for texture en- hanced image denoising 显示文摘 | Zuo Wangmeng Zhang Lei Song Chunwei | 2014 | IEEE Transactions on Image Processing2014，23，6： | 1 |
| 10 | 显示文摘 | LIUJianRui(刘建睿) WANGMeng(王猛) YINDa-Chuan(尹大川) etal | | PowerTechnol(DianyuanJishu)0，，： | 1 |
| 11 | Combination of two novel LDA-based methods for face recognition显示文摘 | Zuo Wangmeng Wang Kuanquan Zhang D | 2007 | Neurocomputing2007，70，： | 1 |
| 12 | A u- nified distance measurement for orientation coding in palm- print verification显示文摘 | GUO Zhenhua ZUO Wangmeng ZHANG Lei | 2010 | Neurocomputing2010，73，456： | 1 |
| 13 | Combination of Polar Edge Detection and Ac-显示文摘 | Kuanquan Wang David Zhang Hong-zhi Zhang | 2004 | Image and Graphics2004，，： | 1 |
| 14 | Bidirectional PCA with assembled matrix distance metric for image recognition显示文摘 | Zuo Wangmeng ZHANG David | 2006 | IEEE Transaction on Machine Intelligence2006，36，4： | 1 |
| 15 | Supervised sparse rep- resentation method with a heuristic strategy and face recognition experiments 显示文摘 | Xu Yong Zuo Wangmeng Fan Zizhu | 2012 | Neurocomputing2012，79，1： | 1 |
| 16 | 显示文摘 | LinXin(林鑫) LiYanmin(李延民) WangMeng(王猛)etal | 2003 | 中国科学2003，46，： | 1 |
| 17 | Comparison of several methods on water environ-ment quality assessment [j]显示文摘 | WANGMeng(王梦) | 2008 | 徵海大学学报自然科学版2008，29，1： | 1 |
| 18 | 显示文摘 | TENGHong-Hui(滕洪辉) XUShu-Kun(徐淑坤) WANGMeng(王猛) | | WujiCailiaoXuebao0，，： | 1 |
| 19 | Fast gradient vector flow computation based on augmented Lagrangian method显示文摘 | REN Dongwei ZUO Wangmeng ZHAO Xiaofei | 2013 | Pattern Recognition Letters2013，34，2： | 1 |
| 20 | An as- sembled matrix distance metric for 2DPCA-based im- age recognition 显示文摘 | Zuo Wangmeng Zhang D Wang Kuanquan | 2006 | Pattern Recognition Letters2006，27，3： | 1 |
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