Literature DB >> 19336294

An active contour model for segmenting and measuring retinal vessels.

Bashir Al-Diri1, Andrew Hunter, David Steel.   

Abstract

This paper presents an algorithm for segmenting and measuring retinal vessels, by growing a "Ribbon of Twins" active contour model, which uses two pairs of contours to capture each vessel edge, while maintaining width consistency. The algorithm is initialized using a generalized morphological order filter to identify approximate vessels centerlines. Once the vessel segments are identified the network topology is determined using an implicit neural cost function to resolve junction configurations. The algorithm is robust, and can accurately locate vessel edges under difficult conditions, including noisy blurred edges, closely parallel vessels, light reflex phenomena, and very fine vessels. It yields precise vessel width measurements, with subpixel average width errors. We compare the algorithm with several benchmarks from the literature, demonstrating higher segmentation sensitivity and more accurate width measurement.

Mesh:

Year:  2009        PMID: 19336294     DOI: 10.1109/TMI.2009.2017941

Source DB:  PubMed          Journal:  IEEE Trans Med Imaging        ISSN: 0278-0062            Impact factor:   10.048


  47 in total

1.  Validating retinal fundus image analysis algorithms: issues and a proposal.

Authors:  Emanuele Trucco; Alfredo Ruggeri; Thomas Karnowski; Luca Giancardo; Edward Chaum; Jean Pierre Hubschman; Bashir Al-Diri; Carol Y Cheung; Damon Wong; Michael Abràmoff; Gilbert Lim; Dinesh Kumar; Philippe Burlina; Neil M Bressler; Herbert F Jelinek; Fabrice Meriaudeau; Gwénolé Quellec; Tom Macgillivray; Bal Dhillon
Journal:  Invest Ophthalmol Vis Sci       Date:  2013-05-01       Impact factor: 4.799

2.  Retinal vessel detection and measurement for computer-aided medical diagnosis.

Authors:  Xiaokun Li; William G Wee
Journal:  J Digit Imaging       Date:  2014-02       Impact factor: 4.056

3.  Towards label-free 3D segmentation of optical coherence tomography images of the optic nerve head using deep learning.

Authors:  Sripad Krishna Devalla; Tan Hung Pham; Satish Kumar Panda; Liang Zhang; Giridhar Subramanian; Anirudh Swaminathan; Chin Zhi Yun; Mohan Rajan; Sujatha Mohan; Ramaswami Krishnadas; Vijayalakshmi Senthil; John Mark S De Leon; Tin A Tun; Ching-Yu Cheng; Leopold Schmetterer; Shamira Perera; Tin Aung; Alexandre H Thiéry; Michaël J A Girard
Journal:  Biomed Opt Express       Date:  2020-10-15       Impact factor: 3.732

4.  Hard exudates referral system in eye fundus utilizing speeded up robust features.

Authors:  Syed Ali Gohar Naqvi; Hafiz Muhammad Faisal Zafar; Ihsanul Haq
Journal:  Int J Ophthalmol       Date:  2017-07-18       Impact factor: 1.779

5.  Connecting Markov random fields and active contour models: application to gland segmentation and classification.

Authors:  Jun Xu; James P Monaco; Rachel Sparks; Anant Madabhushi
Journal:  J Med Imaging (Bellingham)       Date:  2017-03-28

6.  Selective Search and Intensity Context Based Retina Vessel Image Segmentation.

Authors:  Zhaohui Tang; Jin Zhang; Weihua Gui
Journal:  J Med Syst       Date:  2017-02-13       Impact factor: 4.460

Review 7.  Blood vessel segmentation in color fundus images based on regional and Hessian features.

Authors:  Syed Ayaz Ali Shah; Tong Boon Tang; Ibrahima Faye; Augustinus Laude
Journal:  Graefes Arch Clin Exp Ophthalmol       Date:  2017-05-04       Impact factor: 3.117

8.  Multi-level deep supervised networks for retinal vessel segmentation.

Authors:  Juan Mo; Lei Zhang
Journal:  Int J Comput Assist Radiol Surg       Date:  2017-06-02       Impact factor: 2.924

9.  Sensitivity of Cross-Trained Deep CNNs for Retinal Vessel Extraction.

Authors:  Yasmin M Kassim; Richard J Maude; Kannappan Palaniappan
Journal:  Annu Int Conf IEEE Eng Med Biol Soc       Date:  2018-07

10.  DRUNET: a dilated-residual U-Net deep learning network to segment optic nerve head tissues in optical coherence tomography images.

Authors:  Sripad Krishna Devalla; Prajwal K Renukanand; Bharathwaj K Sreedhar; Giridhar Subramanian; Liang Zhang; Shamira Perera; Jean-Martial Mari; Khai Sing Chin; Tin A Tun; Nicholas G Strouthidis; Tin Aung; Alexandre H Thiéry; Michaël J A Girard
Journal:  Biomed Opt Express       Date:  2018-06-25       Impact factor: 3.732

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