Analysis of pupil fluctuations after a light stimulus by image processing and neural network

被引:10
作者
Iacoviello, Daniela [1 ]
机构
[1] Univ Roma La Sapienza, Dept Comp & Syst Sci Antonio Ruberti, I-00184 Rome, Italy
关键词
pupil dynamic; image binarization; artificial neural network; latency;
D O I
10.1016/j.camwa.2006.05.022
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper the analysis of pupil fluctuations after a light stimulus is considered; it is useful for non-invasive diagnosis of many different diseases. When a light stimulus is presented to a subject, the pupil response is not instantaneous because of the action of the sphincter muscle. A sequence of images will be caught by a pupillometer and each image of the sequence will be binarized; for each segmented image, a useful parameter will be considered, the major diameter that is the length (in pixels) of the major axis of the ellipse that has the same second moments of the pupil. The aim is the identification of the response time after a light stimulus, from the sequence of the major diameters. The considered signal is degraded because of the presence of the measurement noise, the natural fluctuation of the pupil (usually called "pupil noise"), and the general health state of the subject. To enhance the significant part of this noisy signal a neural network is suitable trained. From the clean signal the identification of the response time of the pupil will be easier and a simple method will be proposed. (c) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1260 / 1270
页数:11
相关论文
共 44 条
[21]  
KRISTEK A, 1965, Cesk Oftalmol, V21, P28
[22]   Parametric characterization of the form of the human pupil from blurred noisy images [J].
Lacoviello, D ;
Lucchetti, M .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2005, 77 (01) :39-48
[23]   Using eye movement parameters for evaluating human-machine interface frameworks under normal control operation and fault detection situations [J].
Lin, Y ;
Zhang, WJ ;
Watson, LG .
INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES, 2003, 59 (06) :837-873
[24]  
Loewenfeld I, 1979, TOPICS NEUROOPHTHALM, P124
[25]   Artificial neural networks for document analysis and recognition [J].
Marinai, S ;
Gori, M ;
Soda, G .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2005, 27 (01) :23-35
[26]  
Masters T., 1994, SIGNAL IMAGE PROCESS
[27]   Pupil staging and EEG measurement of sleepiness [J].
Merritt, SL ;
Schnyders, HC ;
Patel, M ;
Basner, RC ;
O'Neill, W .
INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY, 2004, 52 (01) :97-112
[28]  
O'Neill WD, 2000, METHOD INFORM MED, V39, P122
[29]   The narcoleptic cognitive pupillary response [J].
O'Neill, WD ;
Trick, KP .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2001, 48 (09) :963-968
[30]  
OROUJEH AM, 1995, INT CONF ACOUST SPEE, P1928, DOI 10.1109/ICASSP.1995.480592