Literature DB >> 25037715

Video summarization based tele-endoscopy: a service to efficiently manage visual data generated during wireless capsule endoscopy procedure.

Irfan Mehmood1, Muhammad Sajjad, Sung Wook Baik.   

Abstract

Wireless capsule endoscopy (WCE) has great advantages over traditional endoscopy because it is portable and easy to use. More importantly, WCE combined with mobile computing ensures rapid transmission of diagnostic data to hospitals and enables off-site senior gastroenterologists to offer timely decision making support. However, during this WCE process, video data are produced in huge amounts, but only a limited amount of data is actually useful for diagnosis. The sharing and analysis of this video data becomes a challenging task due the constraints such as limited memory, energy, and communication capability. In order to facilitate efficient WCE data collection and browsing tasks, we present a video summarization-based tele-endoscopy service that estimates the semantically relevant video frames from the perspective of gastroenterologists. For this purpose, image moments, curvature, and multi-scale contrast are computed and are fused to obtain the saliency map of each frame. This saliency map is used to select keyframes. The proposed tele-endoscopy service selects keyframes based on their relevance to the disease diagnosis. This ensures the sending of diagnostically relevant frames to the gastroenterologist instead of sending all the data, thus saving transmission costs and bandwidth. The proposed framework also saves storage costs as well as the precious time of doctors in browsing patient's information. The qualitative and quantitative results are encouraging and show that the proposed service provides video keyframes to the gastroenterologists without discarding important information.

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Year:  2014        PMID: 25037715     DOI: 10.1007/s10916-014-0109-y

Source DB:  PubMed          Journal:  J Med Syst        ISSN: 0148-5598            Impact factor:   4.460


  23 in total

1.  Bleeding detection in Wireless Capsule Endoscopy based on Probabilistic Neural Network.

Authors:  Guobing Pan; Guozheng Yan; Xiangling Qiu; Jiehao Cui
Journal:  J Med Syst       Date:  2010-01-13       Impact factor: 4.460

2.  Wireless body sensor network using medical implant band.

Authors:  Mehmet R Yuce; Steven W P Ng; Naung L Myo; Jamil Y Khan; Wentai Liu
Journal:  J Med Syst       Date:  2007-12       Impact factor: 4.460

3.  History of research in medical image perception.

Authors:  Harold L Kundel
Journal:  J Am Coll Radiol       Date:  2006-06       Impact factor: 5.532

4.  Wireless capsule endoscopy and endoscopic imaging: a survey on various methodologies presented.

Authors:  Alexandros Karargyris; Nikolaos Bourbakis
Journal:  IEEE Eng Med Biol Mag       Date:  2010 Jan-Feb

5.  Automatic detection of informative frames from wireless capsule endoscopy images.

Authors:  M K Bashar; T Kitasaka; Y Suenaga; Y Mekada; K Mori
Journal:  Med Image Anal       Date:  2010-01-04       Impact factor: 8.545

6.  Colour tuning in human visual cortex measured with functional magnetic resonance imaging.

Authors:  S Engel; X Zhang; B Wandell
Journal:  Nature       Date:  1997-07-03       Impact factor: 49.962

Review 7.  Smart health monitoring systems: an overview of design and modeling.

Authors:  Mirza Mansoor Baig; Hamid Gholamhosseini
Journal:  J Med Syst       Date:  2013-01-15       Impact factor: 4.460

8.  Reducing redundancy in wireless capsule endoscopy videos.

Authors:  Hyun-Gyu Lee; Min-Kook Choi; Byeong-Seok Shin; Sang-Chul Lee
Journal:  Comput Biol Med       Date:  2013-03-21       Impact factor: 4.589

9.  Assessment of Crohn's disease lesions in wireless capsule endoscopy images.

Authors:  Rajesh Kumar; Qian Zhao; Sharmishtaa Seshamani; Gerard Mullin; Gregory Hager; Themistocles Dassopoulos
Journal:  IEEE Trans Biomed Eng       Date:  2011-10-18       Impact factor: 4.538

Review 10.  Color in the cortex: single- and double-opponent cells.

Authors:  Robert Shapley; Michael J Hawken
Journal:  Vision Res       Date:  2011-02-17       Impact factor: 1.886

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  7 in total

1.  Automated frame selection process for high-resolution microendoscopy.

Authors:  Ayumu Ishijima; Richard A Schwarz; Dongsuk Shin; Sharon Mondrik; Nadarajah Vigneswaran; Ann M Gillenwater; Sharmila Anandasabapathy; Rebecca Richards-Kortum
Journal:  J Biomed Opt       Date:  2015-04       Impact factor: 3.170

Review 2.  Software for enhanced video capsule endoscopy: challenges for essential progress.

Authors:  Dimitris K Iakovidis; Anastasios Koulaouzidis
Journal:  Nat Rev Gastroenterol Hepatol       Date:  2015-02-17       Impact factor: 46.802

3.  3D reconstruction of cystoscopy videos for comprehensive bladder records.

Authors:  Kristen L Lurie; Roland Angst; Dimitar V Zlatev; Joseph C Liao; Audrey K Ellerbee Bowden
Journal:  Biomed Opt Express       Date:  2017-03-08       Impact factor: 3.732

4.  Dual-Level Security based Cyclic18 Steganographic Method and its Application for Secure Transmission of Keyframes during Wireless Capsule Endoscopy.

Authors:  Khan Muhammad; Muhammad Sajjad; Sung Wook Baik
Journal:  J Med Syst       Date:  2016-03-19       Impact factor: 4.460

5.  GUDM: Automatic Generation of Unified Datasets for Learning and Reasoning in Healthcare.

Authors:  Rahman Ali; Muhammad Hameed Siddiqi; Muhammad Idris; Taqdir Ali; Shujaat Hussain; Eui-Nam Huh; Byeong Ho Kang; Sungyoung Lee
Journal:  Sensors (Basel)       Date:  2015-07-02       Impact factor: 3.576

6.  Mobile-cloud assisted video summarization framework for efficient management of remote sensing data generated by wireless capsule sensors.

Authors:  Irfan Mehmood; Muhammad Sajjad; Sung Wook Baik
Journal:  Sensors (Basel)       Date:  2014-09-15       Impact factor: 3.576

7.  Visual saliency models for summarization of diagnostic hysteroscopy videos in healthcare systems.

Authors:  Khan Muhammad; Jamil Ahmad; Muhammad Sajjad; Sung Wook Baik
Journal:  Springerplus       Date:  2016-09-06
  7 in total

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