Inflation of test accuracy due to data leakage in deep learning-based classification of OCT images

IE Tampu, A Eklund, N Haj-Hosseini - Scientific Data, 2022 - nature.com
In the application of deep learning on optical coherence tomography (OCT) data, it is
common to train classification networks using 2D images originating from volumetric data …

Wavelet scattering transform application in classification of retinal abnormalities using OCT images

Z Baharlouei, H Rabbani, G Plonka - Scientific Reports, 2023 - nature.com
To assist ophthalmologists in diagnosing retinal abnormalities, Computer Aided Diagnosis
has played a significant role. In this paper, a particular Convolutional Neural Network based …

Automatic detection of age-related macular degeneration based on deep learning and local outlier factor algorithm

T He, Q Zhou, Y Zou - Diagnostics, 2022 - mdpi.com
Age-related macular degeneration (AMD) is a retinal disorder affecting the elderly, and
society's aging population means that the disease is becoming increasingly prevalent. The …

HCTNet: a hybrid ConvNet-transformer network for retinal optical coherence tomography image classification

Z Ma, Q Xie, P Xie, F Fan, X Gao, J Zhu - Biosensors, 2022 - mdpi.com
Automatic and accurate optical coherence tomography (OCT) image classification is of great
significance to computer-assisted diagnosis of retinal disease. In this study, we propose a …

Computer-aided diagnosis of retinopathy based on vision transformer

Z Jiang, L Wang, Q Wu, Y Shao, M Shen… - Journal of Innovative …, 2022 - World Scientific
Age-related Macular Degeneration (AMD) and Diabetic Macular Edema (DME) are two
common retinal diseases for elder people that may ultimately cause irreversible blindness …

Use of dominant activations obtained by processing OCT images with the CNNs and slime mold method in retinal disease detection

M Toğaçar, B Ergen, V Tümen - Biocybernetics and Biomedical …, 2022 - Elsevier
Retinal disease is one of the diseases that cause visual symptoms or loss of vision in
humans. This disease can affect the choroid, which severely affects vision. Optical …

Distinctions between Choroidal Neovascularization and Age Macular Degeneration in Ocular Disease Predictions via Multi-Size Kernels ξcho-Weighted Median …

A Liew, S Agaian, S Benbelkacem - Diagnostics, 2023 - mdpi.com
Age-related macular degeneration is a visual disorder caused by abnormalities in a part of
the eye's retina and is a leading source of blindness. The correct detection, precise location …

[HTML][HTML] A COMPREHENSIVE REVIEW ON EARLY DETECTION OF DRUSEN PATTERNS IN AGE-RELATED MACULAR DEGENERATION USING DEEP LEARNING …

M Kiruthika, G Malathi - Photodiagnosis and Photodynamic Therapy, 2024 - Elsevier
ABSTRACT Age-related Macular Degeneration (AMD) is a leading cause of visual
impairment and blindness that affects the eye from the age of fifty-five and older. It impacts …

In-depth analysis of research hotspots and emerging trends in AI for retinal diseases over the past decade

M Guo, D Gong, W Yang - Frontiers in Medicine, 2024 - frontiersin.org
Background The application of Artificial Intelligence (AI) in diagnosing retinal diseases
represents a significant advancement in ophthalmological research, with the potential to …

A deep learning LSTM-based approach for AMD classification using OCT images

L Hamid, A Elnokrashy, EH Abdelhay… - Neural Computing and …, 2024 - Springer
Age-related macular degeneration (AMD) is an age-related, persistent, painless eye disease
that impairs central vision. The central area (macula) of the retina, located at the back of the …