{"title":"多任务烟花细胞跟踪和轮廓估计算法","authors":"Jian Shi, Benlian Xu, Peiyi Zhu, Mingli Lu","doi":"10.1109/ICCAIS.2016.7822430","DOIUrl":null,"url":null,"abstract":"Dynamics analysis of cells' lifecycle progression is essential in medical research. Multiple cells tracking through fluorescence microscopy imaging is often challenged by many roadblocks including the severe image noise and clutter, the occlusion and adhesion among cells, and the low resolution and contrast of image. To gain full dynamics of multiple cells, a novel multi-task firework explosion based tracking algorithm is proposed for multiple cells tracking in low contract image sequences in this paper. A conventional firework algorithm is used to determine the cell location, and a simplified firework explosion searching strategy is then adopted to estimate the cell contour. Simulation results verify the effectiveness of the methods.","PeriodicalId":407031,"journal":{"name":"2016 International Conference on Control, Automation and Information Sciences (ICCAIS)","volume":"353 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"Multi-task firework algorithm for cell tracking and contour estimation\",\"authors\":\"Jian Shi, Benlian Xu, Peiyi Zhu, Mingli Lu\",\"doi\":\"10.1109/ICCAIS.2016.7822430\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Dynamics analysis of cells' lifecycle progression is essential in medical research. Multiple cells tracking through fluorescence microscopy imaging is often challenged by many roadblocks including the severe image noise and clutter, the occlusion and adhesion among cells, and the low resolution and contrast of image. To gain full dynamics of multiple cells, a novel multi-task firework explosion based tracking algorithm is proposed for multiple cells tracking in low contract image sequences in this paper. A conventional firework algorithm is used to determine the cell location, and a simplified firework explosion searching strategy is then adopted to estimate the cell contour. Simulation results verify the effectiveness of the methods.\",\"PeriodicalId\":407031,\"journal\":{\"name\":\"2016 International Conference on Control, Automation and Information Sciences (ICCAIS)\",\"volume\":\"353 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2016-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2016 International Conference on Control, Automation and Information Sciences (ICCAIS)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICCAIS.2016.7822430\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2016 International Conference on Control, Automation and Information Sciences (ICCAIS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCAIS.2016.7822430","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Multi-task firework algorithm for cell tracking and contour estimation
Dynamics analysis of cells' lifecycle progression is essential in medical research. Multiple cells tracking through fluorescence microscopy imaging is often challenged by many roadblocks including the severe image noise and clutter, the occlusion and adhesion among cells, and the low resolution and contrast of image. To gain full dynamics of multiple cells, a novel multi-task firework explosion based tracking algorithm is proposed for multiple cells tracking in low contract image sequences in this paper. A conventional firework algorithm is used to determine the cell location, and a simplified firework explosion searching strategy is then adopted to estimate the cell contour. Simulation results verify the effectiveness of the methods.