Systematic Comparison of Heatmapping Techniques in Deep Learning in the Context of Diabetic Retinopathy Lesion Detection

PURPOSE: Heatmapping techniques can support explainability of deep learning (DL) predictions in medical image analysis. However, individual techniques have been mainly applied in a descriptive way without an objective and systematic evaluation. We investigated comparative performances using diabetic...

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Detalles Bibliográficos
Autores principales: Van Craenendonck, Toon, Elen, Bart, Gerrits, Nele, De Boever, Patrick
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Association for Research in Vision and Ophthalmology 2020
Materias:
Special Issue
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7774113/
https://www.ncbi.nlm.nih.gov/pubmed/33403156
http://dx.doi.org/10.1167/tvst.9.2.64

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7774113/
https://www.ncbi.nlm.nih.gov/pubmed/33403156
http://dx.doi.org/10.1167/tvst.9.2.64

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