Spaces:
Sleeping
Sleeping
Readme file
Browse files
README.md
CHANGED
@@ -1,13 +1,43 @@
|
|
1 |
-
|
2 |
-
|
3 |
-
|
4 |
-
|
5 |
-
|
6 |
-
|
7 |
-
|
8 |
-
|
9 |
-
|
10 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
11 |
---
|
12 |
|
13 |
-
Check
|
|
|
1 |
+
# 🐨 DR Classification
|
2 |
+
|
3 |
+
This is a Streamlit-based web app for **Diabetic Retinopathy (DR) Classification** using fundus images. The model classifies retinal images into different DR severity levels to assist in early detection and monitoring.
|
4 |
+
|
5 |
+
## 💡 Features
|
6 |
+
- Upload a fundus image and get an instant DR classification.
|
7 |
+
- Preprocessing pipeline (CLAHE, gamma correction, normalization, etc.) to enhance input quality.
|
8 |
+
- Uses a fine-tuned DenseNet-121 model pretrained on ImageNet.
|
9 |
+
- Supports visual output like prediction label and optionally Grad-CAM heatmaps for model explainability.
|
10 |
+
|
11 |
+
## 🖼 Dataset
|
12 |
+
The dataset used is uploaded on the Hugging Face Hub:
|
13 |
+
👉 [**your-username/your-dataset-name**](https://huggingface.co/datasets/Ci-Dave/DDR_dataset_train_test)
|
14 |
+
|
15 |
+
It includes fundus images categorized into the following DR stages:
|
16 |
+
- 0: No DR
|
17 |
+
- 1: Mild
|
18 |
+
- 2: Moderate
|
19 |
+
- 3: Severe
|
20 |
+
- 4: Proliferative DR
|
21 |
+
|
22 |
+
## 🚀 How to Use
|
23 |
+
1. Click the “Open in Spaces” button or visit the live app.
|
24 |
+
2. Upload a fundus image (JPEG or PNG).
|
25 |
+
3. View the model prediction and (optional) heatmap.
|
26 |
+
|
27 |
+
## 🧠 Model Details
|
28 |
+
- **Architecture**: DenseNet-121
|
29 |
+
- **Pretrained on**: ImageNet
|
30 |
+
- **Fine-tuned on**: Fundus images from the uploaded dataset
|
31 |
+
|
32 |
+
## 🛠 Tools & Libraries
|
33 |
+
- Streamlit
|
34 |
+
- PyTorch / TensorFlow (depending on what you're using)
|
35 |
+
- OpenCV for image preprocessing
|
36 |
+
- Hugging Face Datasets
|
37 |
+
|
38 |
+
## 📄 License
|
39 |
+
This project is licensed under the MIT License.
|
40 |
+
|
41 |
---
|
42 |
|
43 |
+
**Check the app 👉 [Live Demo](https://huggingface.co/spaces/Ci-Dave/DR_Classification)**
|