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中国名人人脸数据集
引用本文:杜潘飞,李雄伟,贾永杰.中国名人人脸数据集[J].计算机系统应用,2021,30(12):326-331.
作者姓名:杜潘飞  李雄伟  贾永杰
作者单位:陆军工程大学 石家庄校区, 石家庄 050003;中国人民解放军 93498 部队, 保定 071000
基金项目:国家自然科学基金青年基金(61602505)
摘    要:为快速构建大尺度、高质量中国人脸识别数据集,本文提出一种半自动构建方法.相较于现有的数据集构建方法,该方法可以快速地构建大尺度中国名人人脸数据集,将此数据集命名为CCFace(Chinese Celebrities Face).CCFace数据集包含431个人物,506874张人脸图像,平均每个人物包含1176张不同年龄、姿态的图像,该构建方法在一定程度上解决了当前社区中可用的中国人人脸图像数据集短缺问题.在实验部分中以多个模型测试该数据集的有效性,表明其可以作为SOTA(State Of The Art)模型的训练集使用,相信这种方法以及该数据集将引来更多的人来从事人脸识别的研究工作,并促进国内人脸识别应用的发展.

关 键 词:人脸识别  数据集  半自动构建方法  中国名人人脸  机器视觉
收稿时间:2021/2/1 0:00:00
修稿时间:2021/3/10 0:00:00

Chinese Celebrities Face Dataset
DU Pan-Fei,LI Xiong-Wei,JIA Yong-Jie.Chinese Celebrities Face Dataset[J].Computer Systems& Applications,2021,30(12):326-331.
Authors:DU Pan-Fei  LI Xiong-Wei  JIA Yong-Jie
Affiliation:Shijiazhuang Campus, Army Engineering University of PLA, Shijiazhuang 050003, China; Troops 93498 of PLA, Baoding 071000, China
Abstract:For quick construction of a large-scale and high-quality Chinese face recognition dataset, a semi-automatic construction method is proposed in this study. Compared with the existing dataset construction strategies, this method can quickly build a large-scale Chinese celebrity face dataset, which is named CCFace (Chinese Celebrities Face). The dataset contains 506874 face images of 431 persons, with an average of 1176 images of different ages and postures per person. This method makes up for the shortage of available Chinese face image datasets in the face recognition community. In the experimental section, the effectiveness of the dataset is tested on various models and the results show that it can be used as the training set of the State Of The Art (SOTA) model. It is believed that this method and the dataset will attract more people to join the research team of face recognition and promote the face recognition applications in China.
Keywords:face recognition  dataset  semi-automatic construction method  Chinese Celebrities Face (CCFace)  computer vision
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