DR| GRADUATE: Uncertainty-aware deep learning-based diabetic retinopathy grading in eye fundus images

T Araújo, G Aresta, L Mendonça, S Penas, C Maia… - Medical Image …, 2020 - Elsevier
Diabetic retinopathy (DR) grading is crucial in determining the adequate treatment and
follow up of patient, but the screening process can be tiresome and prone to errors. Deep …

Microaneurysm detection in color eye fundus images for diabetic retinopathy screening

T Melo, AM Mendonça, A Campilho - Computers in biology and medicine, 2020 - Elsevier
Diabetic retinopathy (DR) is a diabetes complication, which in extreme situations may lead
to blindness. Since the first stages are often asymptomatic, regular eye examinations are …

[HTML][HTML] Retinal image quality assessment using transfer learning: Spatial images vs. wavelet detail subbands

L Abdel-Hamid - Ain Shams Engineering Journal, 2021 - Elsevier
Retinal image quality assessment (RIQA) is essential to assure that images used for medical
analysis are of sufficient quality for reliable diagnosis. A modified VGG16 network with …

Image Quality Assessment of Diabetic Retinopathy Based on ADD-Net

P Zhang, T Hu, X Han, X Liu, J Ni, J Shen, Q Liu - IEEE Access, 2023 - ieeexplore.ieee.org
Retinal image quality assessment (RIQA) is a precondition for diabetic retinopathy screening
and diagnosis. Current RIQA network tend to place too much emphasis on performance …

Deep-ReAP: Deep representations and partial label learning for multi-pathology classification

S Roychowdhury - … 43rd Annual International Conference of the …, 2021 - ieeexplore.ieee.org
Automated detection of pathology in images with multiple pathologies is one of the most
challenging problems in medical diagnostics. The primary hurdles for automated systems …

A multi-dataset approach for dme risk detection in eye fundus images

C Carvalho, J Pedrosa, C Maia, S Penas… - Image Analysis and …, 2020 - Springer
Diabetic macular edema is a leading cause of visual loss for patients with diabetes. While
diagnosis can only be performed by optical coherence tomography, diabetic macular edema …

Blood vessel and background separation for retinal image quality assessment

YP Liu, Y Lv, Z Li, J Li, Y Liu, P Chen… - IET Image …, 2021 - Wiley Online Library
Retinal image analysis has become an intuitive and standard aided diagnostic technique for
eye diseases. The good image quality is essential support for doctors to provide timely and …

Diabetic Retinopathy Grading In Color Eye Fundus Images

TMSF Araújo - 2021 - search.proquest.com
Diabetic retinopathy (DR) is a complication of diabetes and one of the leading causes of
blindness worldwide. However, the majority of visual loss cases can be prevented with early …

Epistemic and Heteroscedastic Uncertainty Estimation in Retinal Blood Vessel Segmentation

P Costa, A Smailagic, J Cardoso… - U. Porto Journal of …, 2021 - journalengineering.fe.up.pt
Current state-of-the-art medical image segmentation methods require high quality datasets
to obtain good performance. However, medical specialists often disagree on diagnosis …