{"title":"A novel 3D human action reconstruction method","authors":"Er-Hu Zhang, Yong Zhao","doi":"10.1109/ICMLC.2011.6016963","DOIUrl":null,"url":null,"abstract":"This paper presents a simple yet effective 3D posture carving reconstruction method for human action recognition. The idea is inspired by the observation that human could carve a 3D object according to a few number of 2D images collected from multiple cameras. First, human action sequences are captured simultaneously by 3 web cameras. Then 3 normalized binary human silhouettes are obtained by a series of preprocessing steps. Finally, the 3D posture in the virtual coordinate is reconstructed according to 2D silhouettes of 3 different views. Experimental results show the effectiveness of the proposed approach.","PeriodicalId":228516,"journal":{"name":"2011 International Conference on Machine Learning and Cybernetics","volume":"77 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2011 International Conference on Machine Learning and Cybernetics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICMLC.2011.6016963","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2
Abstract
This paper presents a simple yet effective 3D posture carving reconstruction method for human action recognition. The idea is inspired by the observation that human could carve a 3D object according to a few number of 2D images collected from multiple cameras. First, human action sequences are captured simultaneously by 3 web cameras. Then 3 normalized binary human silhouettes are obtained by a series of preprocessing steps. Finally, the 3D posture in the virtual coordinate is reconstructed according to 2D silhouettes of 3 different views. Experimental results show the effectiveness of the proposed approach.