{"title":"基于点柱的预处理问题改进检测算法","authors":"Jing Zhang, Da Xu, Jiajun Wang, Yunsong Li","doi":"10.1109/CISP-BMEI53629.2021.9624329","DOIUrl":null,"url":null,"abstract":"In the field of automatic driving, target detection by processing lidar point cloud is one of the key points. In order to effectively utilize point cloud information and reduce the information loss, this paper proposes a new pseudo-image generation method. Inspired by the basic idea of attention mechanism, a two-dimensional fusion attention module is proposed, which fuses features from multiple pseudo-images in height and channel dimensions, enhancing the ability of expression of feature information. The results show that the improved network performs better than the original network.","PeriodicalId":131256,"journal":{"name":"2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","volume":"108 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"An Improved Detection Algorithm For Pre-processing Problem Based On PointPillars\",\"authors\":\"Jing Zhang, Da Xu, Jiajun Wang, Yunsong Li\",\"doi\":\"10.1109/CISP-BMEI53629.2021.9624329\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In the field of automatic driving, target detection by processing lidar point cloud is one of the key points. In order to effectively utilize point cloud information and reduce the information loss, this paper proposes a new pseudo-image generation method. Inspired by the basic idea of attention mechanism, a two-dimensional fusion attention module is proposed, which fuses features from multiple pseudo-images in height and channel dimensions, enhancing the ability of expression of feature information. The results show that the improved network performs better than the original network.\",\"PeriodicalId\":131256,\"journal\":{\"name\":\"2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)\",\"volume\":\"108 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-10-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CISP-BMEI53629.2021.9624329\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CISP-BMEI53629.2021.9624329","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
An Improved Detection Algorithm For Pre-processing Problem Based On PointPillars
In the field of automatic driving, target detection by processing lidar point cloud is one of the key points. In order to effectively utilize point cloud information and reduce the information loss, this paper proposes a new pseudo-image generation method. Inspired by the basic idea of attention mechanism, a two-dimensional fusion attention module is proposed, which fuses features from multiple pseudo-images in height and channel dimensions, enhancing the ability of expression of feature information. The results show that the improved network performs better than the original network.