W. Gonçalves, J. Monteiro, J. Silva, Bruno Brandoli Machado, H. Pistori, Valguima Odakura
{"title":"Multiple Mice Tracking using a Combination of Particle Filter and K-Means","authors":"W. Gonçalves, J. Monteiro, J. Silva, Bruno Brandoli Machado, H. Pistori, Valguima Odakura","doi":"10.1109/SIBGRAPI.2007.39","DOIUrl":null,"url":null,"abstract":"This paper presents a new approach to multiple objects tracking that combines particle filters and k-means. The approach has been tested under an important real world situation, related to pharmacological development, which has also proved to serve as an interesting ground-truth dataset provider for the evaluation of tracking algorithms. The obtained results are then compared to other models. The promising results of these experiments are presented.","PeriodicalId":434632,"journal":{"name":"XX Brazilian Symposium on Computer Graphics and Image Processing (SIBGRAPI 2007)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2007-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"23","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"XX Brazilian Symposium on Computer Graphics and Image Processing (SIBGRAPI 2007)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SIBGRAPI.2007.39","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 23
Abstract
This paper presents a new approach to multiple objects tracking that combines particle filters and k-means. The approach has been tested under an important real world situation, related to pharmacological development, which has also proved to serve as an interesting ground-truth dataset provider for the evaluation of tracking algorithms. The obtained results are then compared to other models. The promising results of these experiments are presented.