https://github.com/snehadharne/oculardiseaserecognition
Fundus image analysis for ocular disease recognition using deep learning. This repository implements image preprocessing, MIRNet enhancement, and transfer learning with ResNet50 and VGG16 for classifying multiple eye diseases. Keras Tuner is used for hyperparameter optimization.
https://github.com/snehadharne/oculardiseaserecognition
class-imbalance computer-vision convolutional-neural-networks data-augmentation deep-learning image-processing mirnet ocular-disease-recognition python resnet-50 tensorflow vgg16
Last synced: 2 months ago
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Fundus image analysis for ocular disease recognition using deep learning. This repository implements image preprocessing, MIRNet enhancement, and transfer learning with ResNet50 and VGG16 for classifying multiple eye diseases. Keras Tuner is used for hyperparameter optimization.
- Host: GitHub
- URL: https://github.com/snehadharne/oculardiseaserecognition
- Owner: SnehaDharne
- Created: 2024-01-28T22:53:50.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2024-01-29T00:33:57.000Z (over 1 year ago)
- Last Synced: 2025-02-21T16:11:17.111Z (2 months ago)
- Topics: class-imbalance, computer-vision, convolutional-neural-networks, data-augmentation, deep-learning, image-processing, mirnet, ocular-disease-recognition, python, resnet-50, tensorflow, vgg16
- Language: Jupyter Notebook
- Homepage:
- Size: 29.9 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0