M. Tymkovych, Oleg Avrunin, K. Selivanova, A. Kolomiiets, Taras Bednarchyk, S. Smailova
{"title":"CORRESPONDENCE MATCHING IN 3D MODELS FOR 3D HAND FITTING","authors":"M. Tymkovych, Oleg Avrunin, K. Selivanova, A. Kolomiiets, Taras Bednarchyk, S. Smailova","doi":"10.35784/iapgos.5498","DOIUrl":null,"url":null,"abstract":"Upper limb prosthetic is an area of medical research and development that aims to restore functionality and improve the quality of life of people affected by the loss of one or both upper limbs. The development and implementation of 3D scanning tools and analysis of 3D scanning data requires the use of specialized analysis methods that ensure the achievement of the required indicators. It should take into account the impact of the model resolution on the result. This paper is devoted to the analysis of finding matches between a point cloud of a hand model and another point cloud using Gromov-Wasserstein distance. For analysis, a subset of the MANO dataset was employed, containing a substantial volume of data and serving as a representative sample of the human population. The results obtained indicate the possibility of using this approach in the processing and analysis of three-dimensional data, which serves as one of the stages of designing individualized prostheses.","PeriodicalId":504633,"journal":{"name":"Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska","volume":"53 3","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.35784/iapgos.5498","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Upper limb prosthetic is an area of medical research and development that aims to restore functionality and improve the quality of life of people affected by the loss of one or both upper limbs. The development and implementation of 3D scanning tools and analysis of 3D scanning data requires the use of specialized analysis methods that ensure the achievement of the required indicators. It should take into account the impact of the model resolution on the result. This paper is devoted to the analysis of finding matches between a point cloud of a hand model and another point cloud using Gromov-Wasserstein distance. For analysis, a subset of the MANO dataset was employed, containing a substantial volume of data and serving as a representative sample of the human population. The results obtained indicate the possibility of using this approach in the processing and analysis of three-dimensional data, which serves as one of the stages of designing individualized prostheses.
上肢假肢是医学研究和开发的一个领域,其目的是恢复因失去一只或两只上肢而受影响的人的功能,提高他们的生活质量。三维扫描工具的开发和实施以及三维扫描数据的分析需要使用专门的分析方法,以确保达到所需的指标。其中应考虑到模型分辨率对结果的影响。本文致力于使用 Gromov-Wasserstein 距离分析手部模型点云和另一个点云之间的匹配度。分析中使用了 MANO 数据集的一个子集,该数据集包含大量数据,是具有代表性的人类样本。获得的结果表明,这种方法可用于处理和分析三维数据,这是设计个性化假肢的一个阶段。