Literature DB >> 22255692

Microaneurysm detection with radon transform-based classification on retina images.

L Giancardo1, F Meriaudeau, T P Karnowski, Y Li, K W Tobin, E Chaum.   

Abstract

The creation of an automatic diabetic retinopathy screening system using retina cameras is currently receiving considerable interest in the medical imaging community. The detection of microaneurysms is a key element in this effort. In this work, we propose a new microaneurysms segmentation technique based on a novel application of the radon transform, which is able to identify these lesions without any previous knowledge of the retina morphological features and with minimal image preprocessing. The algorithm has been evaluated on the Retinopathy Online Challenge public dataset, and its performance compares with the best current techniques. The performance is particularly good at low false positive ratios, which makes it an ideal candidate for diabetic retinopathy screening systems.

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Year:  2011        PMID: 22255692     DOI: 10.1109/IEMBS.2011.6091562

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  6 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.  Computer-aided diabetic retinopathy detection using trace transforms on digital fundus images.

Authors:  Karthikeyan Ganesan; Roshan Joy Martis; U Rajendra Acharya; Chua Kuang Chua; Lim Choo Min; E Y K Ng; Augustinus Laude
Journal:  Med Biol Eng Comput       Date:  2014-06-24       Impact factor: 2.602

3.  Automated multi-lesion detection for referable diabetic retinopathy in indigenous health care.

Authors:  Ramon Pires; Tiago Carvalho; Geoffrey Spurling; Siome Goldenstein; Jacques Wainer; Alan Luckie; Herbert F Jelinek; Anderson Rocha
Journal:  PLoS One       Date:  2015-06-02       Impact factor: 3.240

4.  Automatic detection of microaneurysms in optical coherence tomography images of retina using convolutional neural networks and transfer learning.

Authors:  Ramin Almasi; Abbas Vafaei; Elahe Kazeminasab; Hossein Rabbani
Journal:  Sci Rep       Date:  2022-08-17       Impact factor: 4.996

5.  Advancing bag-of-visual-words representations for lesion classification in retinal images.

Authors:  Ramon Pires; Herbert F Jelinek; Jacques Wainer; Eduardo Valle; Anderson Rocha
Journal:  PLoS One       Date:  2014-06-02       Impact factor: 3.240

6.  Retinal Microaneurysms Detection Using Gradient Vector Analysis and Class Imbalance Classification.

Authors:  Baisheng Dai; Xiangqian Wu; Wei Bu
Journal:  PLoS One       Date:  2016-08-26       Impact factor: 3.240

  6 in total

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