A prohibited object detection and recognition system for X-ray images | |
Yang Zheng; Jie Liu; Shuwu Zhang | |
2021-11 | |
会议名称 | the 2st International Conference on Culture-oriented Science & Technology (ICCST) |
会议日期 | November 18-21, 2021 |
会议地点 | Beijing, China |
会议举办国 | 中国 |
会议录编者/会议主办者 | 中国科学院自动化研究所,中国传媒大学 |
产权排序 | 1 |
摘要 | The object detection and recognition system for Xray images containing prohibited object divided into two parts: The construction of synthetic data containing prohibited objects, as well as the detection and recognition of prohibited objects. Among them, the construction of prohibited object data includes object classification, attribute analysis, object image acquisition, fusion of object image and X-ray image. After the above steps, the X-ray images with prohibited objects such as knives and guns are similar to the real images are obtained, which effectively solves the problem of insufficient Xray image. In the process of detection and recognition of prohibited objects, by changing the color and shape of training data, the data source is expanded, which makes the system have higher robustness and improves the detection efficiency of prohibited objects. The detection and recognition system can effectively complete the real-time detection and recognition of knives and guns in luggage, save a lot of manpower and material resources, and ensure the safety of road, railway and air transportation. |
七大方向——子方向分类 | 图像视频处理与分析 |
文献类型 | 会议论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/47514 |
专题 | 数字内容技术与服务研究中心_版权智能与文化计算 |
通讯作者 | Yang Zheng |
作者单位 | Institute of Automation, Chinese Academy of Sciences |
第一作者单位 | 中国科学院自动化研究所 |
通讯作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Yang Zheng,Jie Liu,Shuwu Zhang. A prohibited object detection and recognition system for X-ray images[C]//中国科学院自动化研究所,中国传媒大学,2021. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
ICCST-2021-A prohibi(423KB) | 会议论文 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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