https://github.com/m-rishab/ai-image-editor

A powerful web-based image editing tool that combines the capabilities of background removal and DALL-E image transformation in one intuitive interface.
https://github.com/m-rishab/ai-image-editor

computer-vision deep-learning deeplabv3 flask image-manipulation image-processing machine-learning openai-api opencv python3 pytorch pytorch-implementation semantic-segmentation

Last synced: 9 days ago
JSON representation

A powerful web-based image editing tool that combines the capabilities of background removal and DALL-E image transformation in one intuitive interface.

• Host: GitHub
• URL: https://github.com/m-rishab/ai-image-editor
• Owner: m-rishab
• Created: 2024-11-03T07:19:35.000Z (16 days ago)
• Default Branch: main
• Last Pushed: 2024-11-03T07:29:11.000Z (16 days ago)
• Last Synced: 2024-11-03T08:20:05.724Z (16 days ago)
• Topics: computer-vision, deep-learning, deeplabv3, flask, image-manipulation, image-processing, machine-learning, openai-api, opencv, python3, pytorch, pytorch-implementation, semantic-segmentation
• Language: Python
• Homepage:
• Size: 210 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
## AI Image Editor

Advanced image editing tool combining background removal and DALL-E transformation capabilities.

## Features

```xml

    AI-powered background removal

    DALL-E image transformation

    Natural language prompt processing

    Real-time preview

```

## Quick Setup

```xml

    

        git clone https://github.com/yourusername/ai-image-editor.git

        cd ai-image-editor

    

    

        python -m venv venv

        source venv/bin/activate  # For Linux/Mac

        venv\Scripts\activate     # For Windows

    

    

        pip install -r requirements.txt

    

    

        

            Create .env file with:

            OPENAI_API_KEY=your_api_key_here

        

    

    

        python app.py

        Server starts at http://localhost:5000

    

```

## Tech Stack

```xml

    

        Python 3.8+

        

            Flask

            PyTorch (DeepLabV3)

            OpenAI API

        

    

    

        HTML/CSS/JavaScript

    

```

## Project Structure

```xml

    

        Main Flask application

        

            background_removal.py

            dalle_transform.py

            gpt_prompt.py

        

        JavaScript and CSS files

        HTML templates

    

```

## AI Models Used

```xml

    

        Background removal

        PyTorch with ResNet-101

    

    

        Image transformation

        1024x1024 images

    

    

        Prompt processing

        Command classification

    

```

## Dependencies

```xml

    flask==2.0.1

    torch==2.0.0

    openai==1.0.0

    pillow==9.5.0

    opencv-python==4.7.0

```

## Common Issues

```xml

    

        Ensure correct activation command for your OS

    

    

        Verify OPENAI_API_KEY in .env file

    

    

        Install PyTorch separately if needed

    

```