Update README.md
Browse files
README.md
CHANGED
@@ -10,6 +10,9 @@ license: mit
|
|
10 |
---
|
11 |
|
12 |
|
|
|
|
|
|
|
13 |
# Diabetic Retinopathy Detection: Utilizing Multiprocessing for Processing Large Datasets and Transfer Learning to Fine-Tune Deep Learning Models
|
14 |
Efficiently process large datasets & develop advanced model pipelines for diabetic retinopathy detection. Streamlining diagnosis.
|
15 |
|
@@ -18,12 +21,24 @@ In this project, we handle large datasets efficiently by downloading, extracting
|
|
18 |
|
19 |
|
20 |
|
21 |
-
|
|
|
|
|
22 |
<!--
|
23 |
<iframe src="https://bhimrazy-diabetic-retinopathy-detection.hf.space" frameborder="0" width="1920" height="1080"></iframe>
|
24 |
-->
|
|
|
|
|
25 |
|
26 |
-
|
|
|
27 |
|
|
|
28 |
|
|
|
29 |
|
|
|
|
|
|
|
|
|
|
|
|
10 |
---
|
11 |
|
12 |
|
13 |
+
![diabetic-retinopathy-detection](https://github.com/bhimrazy/diabetic-retinopathy-detection/assets/46085301/bb45b4cf-9441-435f-819a-176226e1ac00)
|
14 |
+
|
15 |
+
|
16 |
# Diabetic Retinopathy Detection: Utilizing Multiprocessing for Processing Large Datasets and Transfer Learning to Fine-Tune Deep Learning Models
|
17 |
Efficiently process large datasets & develop advanced model pipelines for diabetic retinopathy detection. Streamlining diagnosis.
|
18 |
|
|
|
21 |
|
22 |
|
23 |
|
24 |
+
|
25 |
+
|
26 |
+
## Gradio Diabetic Retinopathy Detection App
|
27 |
<!--
|
28 |
<iframe src="https://bhimrazy-diabetic-retinopathy-detection.hf.space" frameborder="0" width="1920" height="1080"></iframe>
|
29 |
-->
|
30 |
+
### Overview
|
31 |
+
Welcome to our Diabetic Retinopathy Detection App! This app utilizes deep learning models to detect diabetic retinopathy in retinal images. Diabetic retinopathy is a common complication of diabetes and early detection is crucial for effective treatment.
|
32 |
|
33 |
+
### Try It Out
|
34 |
+
Use the interactive interface below to upload retinal images and get predictions on diabetic retinopathy severity.
|
35 |
|
36 |
+
[Open Diabetic Retinopathy Detection App](https://bhimrazy-diabetic-retinopathy-detection.hf.space)
|
37 |
|
38 |
+
[![Gradio App](https://github.com/bhimrazy/diabetic-retinopathy-detection/assets/46085301/4e0788dd-84a1-427e-a38a-e22c2aa86c50)](https://bhimrazy-diabetic-retinopathy-detection.hf.space)
|
39 |
|
40 |
+
### How to Use
|
41 |
+
1. Click on the "Open Diabetic Retinopathy Detection App" button above.
|
42 |
+
2. Upload a retinal image by clicking on the "Upload Image" button.
|
43 |
+
3. Once the image is uploaded, the model will process it and provide predictions on the severity of diabetic retinopathy.
|
44 |
+
4. Interpret the results provided by the model.
|