Matches in SemOpenAlex for { <https://semopenalex.org/work/W4297201076> ?p ?o ?g. }
Showing items 1 to 81 of
81
with 100 items per page.
- W4297201076 abstract "Keratoconus is an eye disease causing progressive corneal thinning. At an early stage (fruste keratoconus), the symptoms can overlap with those of other eye disorders, making the diagnosis difficult. This led us to propose a new image processing pipeline to automatically calculate the main descriptors used by Ophthalmologists to detect keratoconus, and then classify these data in order to propose an intelligent system able to help specialists in the early recognition of this pathology. To accomplish this, we elaborated a new benchmark database from a corneal topographic Orbscan II device. For keratoconus classification, five different machine learning methods are tested on our new locally collected database, which are: K-Nearest Neighbors (K-NN), Support Vector Machines (SVM), Decision Trees (DT), and two neural networks classifiers (the Radial Basis Function (RBF) and the Multi-Layer Perceptron (MLP)). Experimental results indicate that all classifiers achieved good precision when using all descriptors (the numerical parameters given by the ORBSCAN II topographer and the descriptors obtained after an image processing of the topography map). Furthermore, the SVM outperformed the other classifiers with an accuracy rate of 95.04%. These results were confirmed and validated by a group of experts in ophthalmology and prove the efficiency of our system and the coherence of our new database." @default.
- W4297201076 created "2022-09-27" @default.
- W4297201076 creator A5011034946 @default.
- W4297201076 creator A5047458330 @default.
- W4297201076 creator A5068063983 @default.
- W4297201076 creator A5086430193 @default.
- W4297201076 date "2022-11-19" @default.
- W4297201076 modified "2023-09-30" @default.
- W4297201076 title "EARLY KERATOCONUS DISEASE DETECTION USING ORBSCAN II CORNEAL TOPOGRAPHY" @default.
- W4297201076 cites W1978332922 @default.
- W4297201076 cites W2016571906 @default.
- W4297201076 cites W2069796630 @default.
- W4297201076 cites W2109796493 @default.
- W4297201076 cites W2110809744 @default.
- W4297201076 cites W2113247245 @default.
- W4297201076 cites W2280167179 @default.
- W4297201076 cites W2332381255 @default.
- W4297201076 cites W2337920748 @default.
- W4297201076 cites W2589297412 @default.
- W4297201076 cites W2598233371 @default.
- W4297201076 cites W2770319033 @default.
- W4297201076 cites W3150182420 @default.
- W4297201076 cites W3157492160 @default.
- W4297201076 cites W3163481212 @default.
- W4297201076 cites W3171647065 @default.
- W4297201076 cites W3202739532 @default.
- W4297201076 cites W4210991337 @default.
- W4297201076 doi "https://doi.org/10.1142/s021951942350001x" @default.
- W4297201076 hasPublicationYear "2022" @default.
- W4297201076 type Work @default.
- W4297201076 citedByCount "1" @default.
- W4297201076 countsByYear W42972010762023 @default.
- W4297201076 crossrefType "journal-article" @default.
- W4297201076 hasAuthorship W4297201076A5011034946 @default.
- W4297201076 hasAuthorship W4297201076A5047458330 @default.
- W4297201076 hasAuthorship W4297201076A5068063983 @default.
- W4297201076 hasAuthorship W4297201076A5086430193 @default.
- W4297201076 hasConcept C118487528 @default.
- W4297201076 hasConcept C12267149 @default.
- W4297201076 hasConcept C153180895 @default.
- W4297201076 hasConcept C154945302 @default.
- W4297201076 hasConcept C179717631 @default.
- W4297201076 hasConcept C2776882836 @default.
- W4297201076 hasConcept C2778918178 @default.
- W4297201076 hasConcept C2781053140 @default.
- W4297201076 hasConcept C41008148 @default.
- W4297201076 hasConcept C50644808 @default.
- W4297201076 hasConcept C60908668 @default.
- W4297201076 hasConcept C71924100 @default.
- W4297201076 hasConcept C98856871 @default.
- W4297201076 hasConceptScore W4297201076C118487528 @default.
- W4297201076 hasConceptScore W4297201076C12267149 @default.
- W4297201076 hasConceptScore W4297201076C153180895 @default.
- W4297201076 hasConceptScore W4297201076C154945302 @default.
- W4297201076 hasConceptScore W4297201076C179717631 @default.
- W4297201076 hasConceptScore W4297201076C2776882836 @default.
- W4297201076 hasConceptScore W4297201076C2778918178 @default.
- W4297201076 hasConceptScore W4297201076C2781053140 @default.
- W4297201076 hasConceptScore W4297201076C41008148 @default.
- W4297201076 hasConceptScore W4297201076C50644808 @default.
- W4297201076 hasConceptScore W4297201076C60908668 @default.
- W4297201076 hasConceptScore W4297201076C71924100 @default.
- W4297201076 hasConceptScore W4297201076C98856871 @default.
- W4297201076 hasIssue "01" @default.
- W4297201076 hasLocation W42972010761 @default.
- W4297201076 hasOpenAccess W4297201076 @default.
- W4297201076 hasPrimaryLocation W42972010761 @default.
- W4297201076 hasRelatedWork W1997128020 @default.
- W4297201076 hasRelatedWork W2072632473 @default.
- W4297201076 hasRelatedWork W2148808859 @default.
- W4297201076 hasRelatedWork W2298381223 @default.
- W4297201076 hasRelatedWork W2625424124 @default.
- W4297201076 hasRelatedWork W3133467804 @default.
- W4297201076 hasRelatedWork W4226023263 @default.
- W4297201076 hasRelatedWork W946167870 @default.
- W4297201076 hasRelatedWork W2276110787 @default.
- W4297201076 hasRelatedWork W3128183380 @default.
- W4297201076 hasVolume "23" @default.
- W4297201076 isParatext "false" @default.
- W4297201076 isRetracted "false" @default.
- W4297201076 workType "article" @default.