Search results for "Spectral domain"

showing 2 items of 12 documents

Towards the new spectral-domain optical coherence tomography based classification of age-related macular degeneration

2012

Abstract Introduction Age-related macular degeneration (AMD) is major social and health problem in industrialised societies. The contribution of the new diagnostic techniques, mainly spectral-domain optical coherence tomography (SD-OCT), has led to a better understanding of this disease. Aim To review the current clinical classification of AMD, to describe the new tomographic classification of wet AMD, and to review the new topographical findings in dry AMD. Development There are two classically described forms of AMD: dry and wet; there are also three progressive stages of severity: early, intermediate and advanced. This purely clinical stratification does not take into account any criteri…

medicine.medical_specialtygenetic structuresmedicine.diagnostic_testbusiness.industrySpectral domainGeneral MedicineMacular degenerationDrusenmedicine.diseaseeye diseasesOptical coherence tomographyAge relatedOphthalmologymedicineOptometrysense organsSubretinal fluidbusinessArchivos de la Sociedad Española de Oftalmología (English Edition)
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Convolutional neural networks in skin cancer detection using spatial and spectral domain

2019

Skin cancers are world wide deathly health problem, where significant life and cost savings could be achieved if detection of cancer can be done in early phase. Hypespectral imaging is prominent tool for non-invasive screening. In this study we compare how use of both spectral and spatial domain increase classification performance of convolutional neural networks. We compare five different neural network architectures for real patient data. Our models gain same or slightly better positive predictive value as clinicians. Towards more general and reliable model more data is needed and collection of training data should be systematic. peerReviewed

ta113Training setskin cancerArtificial neural networkComputer sciencebusiness.industryspektrikuvausHyperspectral imagingspectral imagingSpectral domainPattern recognitionneuroverkotmedicine.diseaseneural networksWorld wideConvolutional neural networkihosyöpämedicineArtificial intelligenceSkin cancerEarly phasebusinessta217
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