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ShanghaiTech University Knowledge Management System
Consistent wce video frame interpolation based on endoscopy image motion estimation | |
2021 | |
会议录名称 | IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING |
ISSN | 1945-7928 |
发表状态 | 已发表 |
DOI | 10.1109/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 |
URL | 查看原文 |
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 |
引用统计 | 正在获取...
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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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