Xiwei Huang, Jin Chen, Jixuan Liu, Yangbo Li, Junchao Wang, W. Xuan, Jinhong Guo
{"title":"Lensfree Microfluidic On-chip Flowing Cell Imaging with Integrated Surface Acoustic Wave Pumping","authors":"Xiwei Huang, Jin Chen, Jixuan Liu, Yangbo Li, Junchao Wang, W. Xuan, Jinhong Guo","doi":"10.1109/CICTA.2018.8706048","DOIUrl":null,"url":null,"abstract":"One lensfree microfluidic on-chip flowing cell imaging system with integrated SAW pumping is proposed in this article. The SAW device temperature responses are characterized to be below 40 °C so as not to harm cells. Different resolution enhancing techniques are implemented and compared. It is demonstrated that machine learning based methods exceed those interpolation based ones, and a training library of individual cell type helps improve the SSIM compared with a training library of combined cell types.","PeriodicalId":186840,"journal":{"name":"2018 IEEE International Conference on Integrated Circuits, Technologies and Applications (ICTA)","volume":"13 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 IEEE International Conference on Integrated Circuits, Technologies and Applications (ICTA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CICTA.2018.8706048","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
One lensfree microfluidic on-chip flowing cell imaging system with integrated SAW pumping is proposed in this article. The SAW device temperature responses are characterized to be below 40 °C so as not to harm cells. Different resolution enhancing techniques are implemented and compared. It is demonstrated that machine learning based methods exceed those interpolation based ones, and a training library of individual cell type helps improve the SSIM compared with a training library of combined cell types.