https://github.com/sriram-merugu/skin-disease-detection

This project aims to classify the skin disease of uploaded image.
https://github.com/sriram-merugu/skin-disease-detection

deep-learning fastapi image-processing python yolov11

Last synced: 4 months ago
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This project aims to classify the skin disease of uploaded image.

• Host: GitHub
• URL: https://github.com/sriram-merugu/skin-disease-detection
• Owner: Sriram-Merugu
• License: gpl-3.0
• Created: 2025-01-30T09:04:08.000Z (9 months ago)
• Default Branch: main
• Last Pushed: 2025-01-30T17:55:19.000Z (9 months ago)
• Last Synced: 2025-06-25T03:05:43.129Z (4 months ago)
• Topics: deep-learning, fastapi, image-processing, python, yolov11
• Language: CSS
• Homepage:
• Size: 18.7 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: readme.md
  • License: LICENSE

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README

          
# Skin Disease Detection Application

## Description

This application is a skin disease detection tool built using FastAPI. It utilizes a YOLO model to classify images of skin conditions and provides relevant information about the detected diseases.

## Installation

To install the required dependencies, run the following command:

```bash

pip install -r requirements.txt

```

## Usage

1. change the directory `cd app`.

2. Start the FastAPI server by running command `uvicorn main:app --reaload` in the terminal.

3. Navigate to `http://localhost:8000` in your web browser.

4. Upload an image of the skin condition you want to classify.

5. The application will return the classification result along with detailed information about the disease.

6. This application uses YOLOv11 architecture, and the dataset is clubbed from various datasets and normalized for the project purpose. 

7. When `main.py` is run, it initially takes some time, after that the website will be highly responsive.

## Disease Information

The application can classify the following skin conditions:

- Nevi

- Melanoma

- Normal

- Basal Cell Carcinoma

- Actinic Keratoses

- Benign Keratosis Like Lesions

- Basal Cell Carcinoma

- Vascular Lesions

- Dermatofibroma

## Output Web Pages

- Home Page

    ![Home Page](./app/static/assets/start.png)

- Result Page

    ![Result Page](./app/static/assets/result1.png)

- Reupload Option

    ![Re-upload Option](./app/static/assets/reupload.png)