Gazi University Journal of Science Part A Engineering and Innovation, Journal Year: 2025, Volume and Issue: 12(1), P. 15 - 35
Published: March 26, 2025
The eye is a vital sensory organ that enables us to fulfill all our life’s needs. Diseases affecting such can have detrimental impact on lives. Although certain conditions are easily managed, others may result in lasting damage or loss of sight if not identified promptly. Problems within the retina improper image focus eyesight. Optical Coherence Tomography (OCT) identify diseases using retinal images taken from side-angle view. Medical analyzed Convolutional Neural Networks (CNNs) automatically diagnose diseases. Doctors reach varying conclusions when diagnosing based medical images. These even contain human error. challenges be overcome with use CNNs. When creating CNN architecture, many hyperparameter values need determined at beginning before training phase. A well-structured design crucial for successful performance lengthy time CNNs makes testing every combination very time-intensive process. This research best hyperparameters by means Bayesian optimization. study employed dataset comprising four categories: DME, CNV, DRUSEN, and NORMAL. With optimization, this proposed model reached an accuracy F1 score 99.69%, outperforming existing findings. will also help doctors make decisions speed up decision-making
Language: Английский