Knowledge Commons of Institute of Automation,CAS
Object detection and recognition system based on computer vision analysis | |
Liu,Haitao1; Li,Yuge2; Liu,Dongchang1 | |
发表期刊 | Journal of Physics: Conference Series |
ISSN | 1742-6588 |
2021-07-01 | |
卷号 | 1976期号:1 |
摘要 | Abstract Artificial intelligence based on deep learning enables the machine to have the ability of understanding and cognition, but the application of artificial intelligence technology in supermarket shopping scene is limited. In the post-epidemic era, the contactless self-checkout of unmanned supermarket is more in line with the development needs of modern society. We build Pytorch environment, first to collect pictures of a large number of commodities and labeling information, and training model is obtained by YOLO neural network algorithm, finally through a call to model to realize the recognition of goods. Neural network algorithm is used to improve the recognition rate of goods step by step and achieve the detection and recognition of objects. We have tested our model on the real supermarket commodity data set and the public data set ImageNet, and the results show that our model can achieve a certain practical effect. |
关键词 | post-epidemic artificial intelligence computer vision deep learning |
DOI | 10.1088/1742-6596/1976/1/012024 |
语种 | 英语 |
WOS记录号 | IOP:1742-6588-1976-1-012024 |
出版者 | IOP Publishing |
七大方向——子方向分类 | 目标检测、跟踪与识别 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/45791 |
专题 | 多模态人工智能系统全国重点实验室_脑机融合与认知评估 |
作者单位 | 1.Institute of Automation, Chinese Academy of Sciences, Beijing, China 2.Renmin University of China, Beijing, China |
第一作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Liu,Haitao,Li,Yuge,Liu,Dongchang. Object detection and recognition system based on computer vision analysis[J]. Journal of Physics: Conference Series,2021,1976(1). |
APA | Liu,Haitao,Li,Yuge,&Liu,Dongchang.(2021).Object detection and recognition system based on computer vision analysis.Journal of Physics: Conference Series,1976(1). |
MLA | Liu,Haitao,et al."Object detection and recognition system based on computer vision analysis".Journal of Physics: Conference Series 1976.1(2021). |
条目包含的文件 | 条目无相关文件。 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论