Matches in SemOpenAlex for { <https://semopenalex.org/work/W3036054254> ?p ?o ?g. }
Showing items 1 to 76 of
76
with 100 items per page.
- W3036054254 endingPage "2040" @default.
- W3036054254 startingPage "2030" @default.
- W3036054254 abstract "Objectives: This study proposes an automatic computer-aided screening system for prediction of Diabetic retinopathy (DR) by using image processing and machine learning techniques. Method: This proposed model can predict DR in three different stages, Normal, Non-Proliferative Diabetic retinopathy (NPDR) and Proliferative diabetic retinopathy (PDR) based on the features those are present in an input retinal fundus image using support Vector Machine(SVM). For better feature extraction each input retinal fundus image is pre-processed using three techniques; Image compression, Color layer separation and Contrast Limited Adaptive equalization (CLAHE). After pre-processing, the feature extraction is done using different techniques like Linear Spatial filtering, image thresholding and Top-hat operation for extraction of different features like micro aneurysms, blood vessels and exudates respectively. These extracted features are used for designing the classifier. Different kernels of SVM have been applied to the same set of feature and compared. Findings: Finally, Radial Basis Function(RBF) based Kernel SVM outperform others with an accuracy value of 97.2% using a test dataset of size 255 images. Novelty: As the model addresses three class classification of DR with a vast set of feature matrix, it performs well in detection of DR at its earlier state even with minimum feature set. Keywords: Diabetic retinopathy; Non-proliferative diabetic retinopathy; Proliferative diabetic retinopathy; Support vector machine; Contrast limited adaptive equalization; Radial basis function" @default.
- W3036054254 created "2020-06-25" @default.
- W3036054254 creator A5054075856 @default.
- W3036054254 date "2020-05-29" @default.
- W3036054254 modified "2023-10-17" @default.
- W3036054254 title "Prediction of different stages in Diabetic retinopathy from retinal fundus images using radial basis function based SVM" @default.
- W3036054254 doi "https://doi.org/10.17485/ijst/v13i20.322" @default.
- W3036054254 hasPublicationYear "2020" @default.
- W3036054254 type Work @default.
- W3036054254 sameAs 3036054254 @default.
- W3036054254 citedByCount "4" @default.
- W3036054254 countsByYear W30360542542020 @default.
- W3036054254 countsByYear W30360542542022 @default.
- W3036054254 countsByYear W30360542542023 @default.
- W3036054254 crossrefType "journal-article" @default.
- W3036054254 hasAuthorship W3036054254A5054075856 @default.
- W3036054254 hasBestOaLocation W30360542541 @default.
- W3036054254 hasConcept C115961682 @default.
- W3036054254 hasConcept C118487528 @default.
- W3036054254 hasConcept C12267149 @default.
- W3036054254 hasConcept C134018914 @default.
- W3036054254 hasConcept C136943445 @default.
- W3036054254 hasConcept C153180895 @default.
- W3036054254 hasConcept C154945302 @default.
- W3036054254 hasConcept C2776391266 @default.
- W3036054254 hasConcept C2778313320 @default.
- W3036054254 hasConcept C2779829184 @default.
- W3036054254 hasConcept C30387639 @default.
- W3036054254 hasConcept C31972630 @default.
- W3036054254 hasConcept C41008148 @default.
- W3036054254 hasConcept C50644808 @default.
- W3036054254 hasConcept C52622490 @default.
- W3036054254 hasConcept C555293320 @default.
- W3036054254 hasConcept C71924100 @default.
- W3036054254 hasConcept C9417928 @default.
- W3036054254 hasConcept C98856871 @default.
- W3036054254 hasConceptScore W3036054254C115961682 @default.
- W3036054254 hasConceptScore W3036054254C118487528 @default.
- W3036054254 hasConceptScore W3036054254C12267149 @default.
- W3036054254 hasConceptScore W3036054254C134018914 @default.
- W3036054254 hasConceptScore W3036054254C136943445 @default.
- W3036054254 hasConceptScore W3036054254C153180895 @default.
- W3036054254 hasConceptScore W3036054254C154945302 @default.
- W3036054254 hasConceptScore W3036054254C2776391266 @default.
- W3036054254 hasConceptScore W3036054254C2778313320 @default.
- W3036054254 hasConceptScore W3036054254C2779829184 @default.
- W3036054254 hasConceptScore W3036054254C30387639 @default.
- W3036054254 hasConceptScore W3036054254C31972630 @default.
- W3036054254 hasConceptScore W3036054254C41008148 @default.
- W3036054254 hasConceptScore W3036054254C50644808 @default.
- W3036054254 hasConceptScore W3036054254C52622490 @default.
- W3036054254 hasConceptScore W3036054254C555293320 @default.
- W3036054254 hasConceptScore W3036054254C71924100 @default.
- W3036054254 hasConceptScore W3036054254C9417928 @default.
- W3036054254 hasConceptScore W3036054254C98856871 @default.
- W3036054254 hasIssue "20" @default.
- W3036054254 hasLocation W30360542541 @default.
- W3036054254 hasOpenAccess W3036054254 @default.
- W3036054254 hasPrimaryLocation W30360542541 @default.
- W3036054254 hasRelatedWork W2162593906 @default.
- W3036054254 hasRelatedWork W2165341978 @default.
- W3036054254 hasRelatedWork W2302472796 @default.
- W3036054254 hasRelatedWork W2333844802 @default.
- W3036054254 hasRelatedWork W2376822833 @default.
- W3036054254 hasRelatedWork W2385217229 @default.
- W3036054254 hasRelatedWork W2387482914 @default.
- W3036054254 hasRelatedWork W2393164332 @default.
- W3036054254 hasRelatedWork W2604503469 @default.
- W3036054254 hasRelatedWork W4319781082 @default.
- W3036054254 hasVolume "13" @default.
- W3036054254 isParatext "false" @default.
- W3036054254 isRetracted "false" @default.
- W3036054254 magId "3036054254" @default.
- W3036054254 workType "article" @default.