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Consistent wce video frame interpolation based on endoscopy image motion estimation
2021
会议录名称IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING
ISSN1945-7928
发表状态已发表
DOI10.1109/ISBI48211.2021.9434049
摘要

The development of wireless capsule endoscopy (WCE) allows painless imaging of the internal digestive environment. Limited by the image acquisition and transmitting time, the frame rate of WCE device is not high enough to generate visually consistent video data. Therefore, in the present contribution, we propose a robust WCE video frame interpolation method, aiming at generating consistent and detail-rich gastrointestinal (GI) track video frames. Considering the special environment of digestive system, we firstly correct the WCE device image capturing position based on stereo geometry to align adjacent frames, and then estimate optical flow using PWC-Net flow estimation architecture. Using the well refined optical flow, intermediate frame between two adjacent frames is interpolated and projected back to the original WCE image form. Comparing with a state-of-the-art method DAIN, our work outperforms on both visual performance and frame prediction accuracy. This work significantly improves the smoothness of WCE video, and provides more completed image data for subsequent data processing.

关键词Wireless capsule endoscopy video frame interpolation intestinal image motion estimation
会议名称18th IEEE International Symposium on Biomedical Imaging (ISBI)
出版地345 E 47TH ST, NEW YORK, NY 10017 USA
会议地点null,Nice,FRANCE
会议日期APR 13-16, 2021
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收录类别EI ; CPCI ; CPCI-S
语种英语
资助项目NSFC programs[61976138,61977047] ; National Key Research and Development Program[2018YFB2100500] ; STCSM[2015F0203-000-06] ; SHMEC[2019-01-07-00-01-E00003]
WOS研究方向Engineering ; Radiology, Nuclear Medicine & Medical Imaging
WOS类目Engineering, Biomedical ; Radiology, Nuclear Medicine & Medical Imaging
WOS记录号WOS:000786144100075
出版者IEEE
EI入藏号978-1-6654-1246-9
来源库IEEE
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文献类型会议论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/125239
专题信息科学与技术学院
信息科学与技术学院_PI研究组_虞晶怡组
信息科学与技术学院_硕士生
信息科学与技术学院_博士生
信息科学与技术学院_PI研究组_张玉瑶组
通讯作者Jiang, Bing
作者单位
1.ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai, Peoples R China
2.Fudan Univ, Huashan Hosp, Shanghai Med Sch, Med Affairs Off, Shanghai, Peoples R China
3.ShanghaiTech Univ, Shanghai Engn Res Ctr Intelligent Vis & Imaging, Shanghai, Peoples R China
第一作者单位信息科学与技术学院
通讯作者单位信息科学与技术学院
第一作者的第一单位信息科学与技术学院
推荐引用方式
GB/T 7714
Jiang, Bing,Zhang, Yuyao,Wu, Minye,et al. Consistent wce video frame interpolation based on endoscopy image motion estimation[C]. 345 E 47TH ST, NEW YORK, NY 10017 USA:IEEE,2021.
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