Automatic Characterization of the serous Retinal Detachment Associated with the subretinal Fluid Presence in Optical Coherence Tomography Images

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Automatic Characterization of the serous Retinal Detachment Associated with the subretinal Fluid Presence in Optical Coherence Tomography ImagesAuthor(s)
Date
2018Citation
J. de Moura, J. Novo, S. Penas, M. Ortega, J. Silva, and A. M. Mendonça, "Automatic Characterization of the serous Retinal Detachment Associated with the subretinal Fluid Presence in Optical Coherence Tomography Images", in 22nd International Conference on Knowledge-Based and Intelligent Information and Engineering Systems, KES 2018, Procedia Computer Science, Vol. 126, Pp. 244 - 253, doi: 10.1016/j.procS.2018.07.258
Abstract
[Abstract]: An accurate detection of the macular edema (ME) presence constitutes a crucial ophthalmological issue as it provides useful information for the identification, diagnosis and treatment of different relevant ocular and Systemic diseaseS. serous Retinal Detachment (sRD) is a particular type of ME, which is characterized by the leakage of fluid that has a propensity of being accumulated in the macular region. This paper proposes a new methodology for the automatic identification and characterization of the sRD edema using Optical Coherence Tomography (OCT) imageS. The subretinal fluids and the External Limiting Membrane (ELM) retinal layers are identified and characterized to measure the disease severity. Four different visualization modules were designed including representative derived parameters to facilitate the doctor's work in the diagnostic evaluation of ME. The different steps of this method were validated using the manual labelling provided by an expert clinician. The validation of the proposed method offered satisfactory results, constituting a suitable scenario with intuitive visual representations that also include different relevant biomarkerS.
Keywords
Computer-aided diagnosis
diabetic macular edema
optical coherence tomography
Serous retinal detachment
diabetic macular edema
optical coherence tomography
Serous retinal detachment
Description
22nd International Conference on Knowledge-Based and Intelligent Information and Engineering Systems, KES 2018, Belgrade, 3 September 2018 - 5 September 2018
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Attribution-NonCommercial-NoDerivs 4.0 International (CC BY-NC-ND 4.0)