Miao Yongwei, Jiahui Chen, Xinjie Zhang, Ma Wenjuan, S. Sun
{"title":"Efficient 3D Object Detection of Indoor Scenes Based on RGB-D Video Stream","authors":"Miao Yongwei, Jiahui Chen, Xinjie Zhang, Ma Wenjuan, S. Sun","doi":"10.3724/sp.j.1089.2021.18630","DOIUrl":null,"url":null,"abstract":": For indoor object detection, the input complex scenes often have some defects such as incomplete RGB-D scanning data or mutual occlusion of its objects. Meanwhile, due to the limitations of frame in the RGB-D video stream. Using SUN RGB-D dataset to train the object detection network of key frame, the detection result of proposed method is accurate, and the overall detection time is greatly reduced if com-paring with the VoteNet based frame-by-frame detection scheme. Experimental results demonstrate that proposed method is effective and efficient.","PeriodicalId":52442,"journal":{"name":"计算机辅助设计与图形学学报","volume":" ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2021-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"计算机辅助设计与图形学学报","FirstCategoryId":"1093","ListUrlMain":"https://doi.org/10.3724/sp.j.1089.2021.18630","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Computer Science","Score":null,"Total":0}
引用次数: 1
Abstract
: For indoor object detection, the input complex scenes often have some defects such as incomplete RGB-D scanning data or mutual occlusion of its objects. Meanwhile, due to the limitations of frame in the RGB-D video stream. Using SUN RGB-D dataset to train the object detection network of key frame, the detection result of proposed method is accurate, and the overall detection time is greatly reduced if com-paring with the VoteNet based frame-by-frame detection scheme. Experimental results demonstrate that proposed method is effective and efficient.