Astro Csbdeep

Overview

Astro CSBDeep is an innovative toolbox designed for anyone passionate about astrophotography, particularly those looking to enhance their images through advanced denoising techniques. Building upon the original CSBDeep Python package, this modified version incorporates deep learning principles to deliver high-quality results for astrophotography applications. Thanks to contributions from dedicated developers, users can efficiently process and restore their celestial images while enjoying deep learning capabilities offered by Keras and TensorFlow.

Astro CSBDeep brings a user-friendly approach to the table with straightforward instructions for setup and operation. Whether you are a seasoned astrophotographer or just starting out in the field, this toolbox provides the necessary tools and resources to significantly improve the quality of your images.

Features

• NVIDIA GPU Support: Leveraging the power of NVIDIA GPUs along with CUDA libraries ensures faster processing times for denoising tasks.
• Python Virtual Environment: Easy setup with a convenient virtual environment setup recommended, ensuring a cleaner project structure and package management.
• Jupyter Notebooks: Interactive notebooks like AstroNoise2Noise.ipynb help users step through the denoising process with clear documentation.
• AstroDenoise Command Line Tool: Command-line interface available for users to denoise images quickly using custom models, catering to varied usage preferences.
• AstroDenoise GUI: A graphical user interface that simplifies the interaction for denoising images, making it accessible for users of all levels.
• Comprehensive Installation Instructions: Clear guidelines for installing dependencies, including necessary libraries like TensorFlow and Jupyter, ensuring a smooth start.
• Community Contributions: Credit to the contributors who helped enhance the tool, fostering ongoing development and support within the astrophotography community.
• Visual Studio Code Integration: Streamlined workflow through VS Code extensions for Python, Pylance, and Jupyter, offering enhanced coding experience and productivity.