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基于VGGNet颜色识别的车辆检索系统设计
湖南科技学院 电子与信息工程学院
Design of Vehicle Retrieval System Based on VGGNet Color Recognition
Hunan University of Science and Engineering
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顾思思 扈乐华
Abstract: The Convolution Neural Network(CNN) in Deep Learning has a strong anti-jamming ability for image translation, rota- tion and other transformations. Compared with the traditional vehicle recognition technology, it can extract deeper and richer image information. Based on the VGGNet structure and simulating the order of human eyes' perception of vehicle characteristics, this pa- per designs a hierarchical retrieval system for vehicle image database. Firstly, a CNN which can recognize eight kinds of colors is constructed and trained to recognize the color of the target vehicle. Then, SIFT and LBP features are combined to match and retrieve the same color candidate vehicle database. The hierarchical retrieval mode of the system can effectively reduce the scope of retrieval and improve the efficiency of retrieval. The fusion of multi features can also guarantee the extraction of enough image information and ensure the accuracy of retrieval.
Key wordsVGGNet    SIFT    LBP    hierarchical search
年卷期日期: 2020-07-10      出版日期: 2020-07-10
引用本文:   
顾思思 扈乐华. 基于VGGNet颜色识别的车辆检索系统设计[J]. 电脑与电信, .
GU Si-si HU Le-hua. Design of Vehicle Retrieval System Based on VGGNet Color Recognition. Computer & Telecommunication, 2020, 1(7): 17-20.
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http://www.computertelecom.com.cn/CN/  或          http://www.computertelecom.com.cn/CN/Y2020/V1/I7/17
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