Z. Wang, Han Shen, Haibo Du, Jun Zhou, Xiaozheng Jin
{"title":"无人机机载激光雷达与相机外部参数标定方法研究","authors":"Z. Wang, Han Shen, Haibo Du, Jun Zhou, Xiaozheng Jin","doi":"10.1109/DOCS55193.2022.9967772","DOIUrl":null,"url":null,"abstract":"The colorful image of the camera and the point cloud of the lidar can provide rich information about the surrounding environment.With the widespread application of UAV in various industries, loading lidars and cameras on UAV can effectively help UAV realize functions such as identification, mapping, and navigation in unfamiliar environments. Aiming at the current research hotspot, this paper combines hand-eye calibration with edge calibration. The former provides the calibration initial value for the latter, and the latter optimizes the results of the former. Finally, a high-precision automatic calibration system without artificial initial value is realized. In addition, this paper proposes a Gauss-Helmert model with scale estimation and outlier removal to solve hand-eye calibration. Experiments show that the method has higher accuracy and better robustness.","PeriodicalId":348545,"journal":{"name":"2022 4th International Conference on Data-driven Optimization of Complex Systems (DOCS)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Research on calibration method of extrinsic parameters of lidar and camera carried by UAV\",\"authors\":\"Z. Wang, Han Shen, Haibo Du, Jun Zhou, Xiaozheng Jin\",\"doi\":\"10.1109/DOCS55193.2022.9967772\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The colorful image of the camera and the point cloud of the lidar can provide rich information about the surrounding environment.With the widespread application of UAV in various industries, loading lidars and cameras on UAV can effectively help UAV realize functions such as identification, mapping, and navigation in unfamiliar environments. Aiming at the current research hotspot, this paper combines hand-eye calibration with edge calibration. The former provides the calibration initial value for the latter, and the latter optimizes the results of the former. Finally, a high-precision automatic calibration system without artificial initial value is realized. In addition, this paper proposes a Gauss-Helmert model with scale estimation and outlier removal to solve hand-eye calibration. Experiments show that the method has higher accuracy and better robustness.\",\"PeriodicalId\":348545,\"journal\":{\"name\":\"2022 4th International Conference on Data-driven Optimization of Complex Systems (DOCS)\",\"volume\":\"10 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-10-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 4th International Conference on Data-driven Optimization of Complex Systems (DOCS)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/DOCS55193.2022.9967772\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 4th International Conference on Data-driven Optimization of Complex Systems (DOCS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/DOCS55193.2022.9967772","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Research on calibration method of extrinsic parameters of lidar and camera carried by UAV
The colorful image of the camera and the point cloud of the lidar can provide rich information about the surrounding environment.With the widespread application of UAV in various industries, loading lidars and cameras on UAV can effectively help UAV realize functions such as identification, mapping, and navigation in unfamiliar environments. Aiming at the current research hotspot, this paper combines hand-eye calibration with edge calibration. The former provides the calibration initial value for the latter, and the latter optimizes the results of the former. Finally, a high-precision automatic calibration system without artificial initial value is realized. In addition, this paper proposes a Gauss-Helmert model with scale estimation and outlier removal to solve hand-eye calibration. Experiments show that the method has higher accuracy and better robustness.