Automated diagnosis of ARMD
نویسندگان
چکیده
S.Sivasankari, K.Narasimhan, S.Ramya School of Electrical and Electronics Engineering SASTRA university, Thanjavur, Tamilnadu, India [email protected] [email protected] [email protected] Abstract— Retinal Image analysis plays the important role in identifying retinal diseases and acts as aid for ophthalmologist. One of the retinal pathology which mainly affects the elder persons is Age Related Macular Degeneration. In retinal fundus images detection and segmentation of drusen, which helps to diagnose and grade the level of the Age related macular degeneration plays the major role. In this paper, we proposed the novel approach in which we used wavelet based sub band energy as a feature vector to discriminate normal and abnormal images. We used DB3, Symlet, RBio( 3.3,3.5,3.7) and we extracted the energy signature of various sub bands. Feature ranking and selection is done by using chi square test and consistency subset evaluation method. Thirteen features we used to classify the image using Support Vector Machine Classifer. We have collected the images from Vasan Eye Care Hospital, Thanjavur, Tamilnadu, India and with the guidance of ophthalmologist we have bifurcated normal and abnormal images for testing the proposed method. We obtained the accuracy of 93% with the combination of RBIO and SVM. Among the sub band energies we got high discriminatory power for diagonal and vertical sub band energies. KeywordARMD, Drusen, Features, Feature ranking, SVM classifier
منابع مشابه
Axial and Posterior Wall Thickness Elastic Modulus of Eyes in Age-related Macular Degeneration (ARMD) Patients Compared to Healthy Individuals Using Ultrasound Images
Background & Aims: Age-related macular degeneration (ARMD) is one of the common retina disorders that can lead to loss of vision by increase in age. In this study, the efficacy of a non-invasive ultrasound technique for the evaluation of alastic properties of eye in the diagnosis of ARMD has been evaluated. Methods: For estimation of the elastic modulus of eye, spatial loading system designed a...
متن کاملFully Automated Robust System to Detect Retinal Edema, Central Serous Chorioretinopathy, and Age Related Macular Degeneration from Optical Coherence Tomography Images
Maculopathy is the excessive damage to macula that leads to blindness. It mostly occurs due to retinal edema (RE), central serous chorioretinopathy (CSCR), or age related macular degeneration (ARMD). Optical coherence tomography (OCT) imaging is the latest eye testing technique that can detect these syndromes in early stages. Many researchers have used OCT images to detect retinal abnormalities...
متن کاملComparative Analysis of Circulating Endothelial Progenitor Cells in Age-Related Macular Degeneration Patients Using Automated Rare Cell Analysis (ARCA) and Fluorescence Activated Cell Sorting (FACS)
BACKGROUND Patients with age-related macular degeneration (ARMD) begin with non-neovascular (NNV) phenotypes usually associated with good vision. Approximately 20% of NNV-ARMD patients will convert to vision debilitating neovascular (NV) ARMD, but precise timing of this event is unknown. Developing a clinical test predicting impending conversion to NV-ARMD is necessary to prevent vision loss. E...
متن کاملAutomated detection of macular drusen using geometric background leveling and threshold selection.
BACKGROUND Age-related macular degeneration (ARMD) is the most prevalent cause of visual loss in patients older than 60 years in the United States. Observation of drusen is the hallmark finding in the clinical evaluation of ARMD. OBJECTIVES To segment and quantify drusen found in patients with ARMD using image analysis and to compare the efficacy of image analysis segmentation with that of st...
متن کاملThe Alabama Age-Related Macular Degeneration Grading System for donor eyes.
PURPOSE To develop a systematic method for identifying and grading age-related macular degeneration (ARMD) in human donor eyes, postmortem fundus appearance was compared with histopathologic assessment in eyes with a spectrum of age-related macular change. METHODS Eyes without grossly visible, late ARMD were obtained from 8 cancer patients and 26 donors older than 50 years. Postmortem fundus ...
متن کاملSerum uric acid levels and its association with age-related macular degeneration (ARMD).
UNLABELLED To investigate the possible association between serum uric acid levels, serum C-Reactive Protein (CRP), and age-related macular degeneration (ARMD). A total 232 patients of the eye department at Hospital Tuanku Ja'afar, Negeri Sembilan, Malaysia were recruited over 9 weeks. Participants were divided into ARMD (Non-Neovascular ARMD, and Neovascular ARMD) and control groups. 107 partic...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2013