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Publications

Publications by Aurélio Campilho

2013

Lane Background Removal for the Classification of Thin-Layer Chromatography Images

Authors
Moreira, BM; Sousa, AV; Mendonca, AM; Campilho, A;

Publication
IMAGE ANALYSIS AND RECOGNITION

Abstract
This paper describes a methodology to remove the background of the lanes in Thin Layer Chromatography (TLC) images, aiming at improving band detection and classification. The storage of the biological samples to be analyzed by TLC is usually done via plastic containers. Filter paper is an alternative that allows reduced costs and higher portability, but it increases the complexity of the image analysis stage due to lane background alteration. In order to overcome this problem, a negative control lane is included in every chromatographic plate. After image preprocessing and lane detection stages, a background profile is generated by processing the negative control lane using the Discrete Wavelet Transform (DWT). This profile is then subtracted to the profiles of all other sample lanes in order to overcome the data degradation introduced by filter paper usage. For assessing the proposed background removal process, 105 TLC lanes, with and without background, were used as input for three one-class classifiers. In all cases, the best results were achieved for the lanes after background removal.

2014

RetinaCAD, a System for the Assessment of Retinal Vascular Changes

Authors
Dashtbozorg, B; Mendonca, AM; Penas, S; Campilho, A;

Publication
2014 36TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC)

Abstract
This paper introduces RetinaCAD, a system, for the fast, reliable and automatic measurement of the Central Retinal Arteriolar Equivalent (CRAE), the Central Retinal Venular Equivalent (CRVE), and the Arteriolar-to-Venular Ratio (AVR) values, as well as several geometrical features of the retinal vasculature. RetinaCAD identifies important landmarks in the retina, such as the blood vessels and optic disc, and performs artery/vein classification and vessel width measurement. The estimation of the CRAE, CRVE and AVR values on 480 images from 120 subjects has shown a significant correlation between right and left eyes and also between images of same eye acquired with different camera fields of view. AVR estimation in retinal images of 54 subjects showed the lowest values in people with diabetes or high blood pressure thus demonstrating the potential of the system as a CAD tool for early detection and follow-up of diabetes, hypertension or cardiovascular pathologies.

2018

Retinal Image Quality Assessment by Mean-Subtracted Contrast-Normalized Coefficients

Authors
Galdran, A; Araujo, T; Mendonca, AM; Campilho, A;

Publication
VIPIMAGE 2017

Abstract
The automatic assessment of visual quality on images of the eye fundus is an important task in retinal image analysis. A novel quality assessment technique is proposed in this paper. We propose to compute Mean-Subtracted Contrast-Normalized (MSCN) coefficients on local spatial neighborhoods of a given image and analyze their distribution. It is known that for natural images, such distribution behaves normally, while distortions of different kinds perturb this regularity. The combination of MSCN coefficients with a simple measure of local contrast allows us to design a simple but effective retinal image quality assessment algorithm that successfully discriminates between good and low-quality images, while delivering a meaningful quality score. The proposed technique is validated on a recent database of quality-labeled retinal images, obtaining results aligned with state-of-the-art approaches at a low computational cost.

2013

Web system for medical history management and advanced data analysis

Authors
Barreira, N; Vazquez, SG; Ferreira, C; Azevedo, E; Rouco, J; Rocha, R; Campilho, A;

Publication
CEREBROVASCULAR DISEASES

Abstract

2014

Segmentation of the Vascular Network of the Retina

Authors
Mendonça, A; Dashtbozorg, B; Campilho, A;

Publication
Image Analysis and Modeling in Ophthalmology

Abstract

2015

Better stroke preventive effect of calcium channel blockers is not explained by its effect in macro and microvascular disease markers

Authors
Ferreira, C; Castro, P; Penas, S; Monteiro, A; Martins, L; Campilho, A; Azevedo, E; Polonia, J;

Publication
INTERNATIONAL JOURNAL OF STROKE

Abstract

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