A. Tashlinskiy, P. Smirnov, R. Kovalenko, R. Ibragimov
{"title":"Application of Stochastic Adaptation in Block Method for Estimating Image Sequence Deformation Field","authors":"A. Tashlinskiy, P. Smirnov, R. Kovalenko, R. Ibragimov","doi":"10.1109/DSPA48919.2020.9213297","DOIUrl":null,"url":null,"abstract":"The paper proposes a block method for estimating the deformation field for image sequences using a stochastic adaptation procedure. As a target function, the paper considers mean square inter-frame difference and interframe correlation coefficient. The developed algorithm has a high noise resistance and allows one to reduce the influence of global inter-frame geometric changes. Also, by adjusting the size of the blocks, it makes it possible to remove or highlight moving objects of small size (rain, snow, falling leaves, etc.).","PeriodicalId":262164,"journal":{"name":"2020 22th International Conference on Digital Signal Processing and its Applications (DSPA)","volume":"21 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 22th International Conference on Digital Signal Processing and its Applications (DSPA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/DSPA48919.2020.9213297","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
The paper proposes a block method for estimating the deformation field for image sequences using a stochastic adaptation procedure. As a target function, the paper considers mean square inter-frame difference and interframe correlation coefficient. The developed algorithm has a high noise resistance and allows one to reduce the influence of global inter-frame geometric changes. Also, by adjusting the size of the blocks, it makes it possible to remove or highlight moving objects of small size (rain, snow, falling leaves, etc.).