Deep Learning Based Diabetic Retinopathy Detection Using Optical Coherence Tomography
Diabetic retinopathy (DR) is one of the main reasons of preventable blindness globally. Performing retinal examinations on all diabetic patients is an unmet need, and detection at an early stage can offer better control of the disease. The&
2025-06-28 16:31:05 - Adil Khan
Deep Learning Based Diabetic Retinopathy Detection Using Optical Coherence Tomography
Project Area of Specialization Artificial IntelligenceProject SummaryDiabetic retinopathy (DR) is one of the main reasons of preventable blindness globally. Performing retinal examinations on all diabetic patients is an unmet need, and detection at an early stage can offer better control of the disease. The goal of this project is to offer an optical coherence tomography (OCT) image based diagnostic technology for automated early DR diagnosis. This project can help ophthalmologists with evaluation and treatment, reducing the rate of vision loss, and enabling timely and accurate diagnosis.
Project Objectives- To gather useful data for the prediction of Diabetic Retinopathy (DR).
- To classify the data in required classes. (Data Labelling)
- To design a Deep Neural Network Model for the classification.
- To analyze the result (Result Analysis).
- To deploy the Model over a network with user friendly User Interface (UI) .
- To write a complete Report of the Project
A deep learning based model is to be designed which is able to diagnose Diabetic retinopathy in OCT(Optical Coherence Tomogrpahy) images. The complete implementation of the project is depicted in the block diagam
Beneficiaries
- Diabetic Patients (Early diagnosis of disease can prevent any harmful impact on body).
- Ophthalmologists (They can easily identify the severity of the disease with more accuracy).
A web based portal built with web technologies HTML, CSS, JS, Python(Flask) which is integrated with our Deep Learning Model that will diagnose diabetic retnopathy in OCT images
Final Deliverable of the Project Software SystemCore Industry HealthOther IndustriesCore Technology Artificial Intelligence(AI)Other TechnologiesSustainable Development Goals Good Health and Well-Being for PeopleRequired Resources| Item Name | Type | No. of Units | Per Unit Cost (in Rs) | Total (in Rs) |
|---|---|---|---|---|
| Total in (Rs) | 78000 | |||
| Graphics Processing Unit (GPU) | Equipment | 1 | 68000 | 68000 |
| Deployment Server Services | Miscellaneous | 1 | 8000 | 8000 |
| Miscellaneous | Miscellaneous | 1 | 2000 | 2000 |