lighter 0.0.3a31

YAML-based automated rapid prototyping framework for deep learning experiments

📖 Getting Started

📚 Documentation    🎥 YouTube Channel    👾 Discord Server

Install:

pip install lighter

Install pre-release

Get the latest features and fixes from the main branch.

pip install lighter --pre

Development:

To contribute to the project, clone the repository and run the following commands. Also, refer to the contributing guide.

make setup
make install             # Install lighter via uv
make pre-commit-install  # Set up the pre-commit hook for code formatting

💡 Projects

Projects that use lighter:

Project	Description
Foundation Models for Quantitative Imaging Biomarker Discovery in Cancer Imaging	A foundation model for lesions on CT scans that can be applied to down-stream tasks related to tumor radiomics, nodule classification, etc.
Vision Foundation Models for Computed Tomography	A large-scale 3D foundation model for CT scans demonstrating superior performance in segmentation, triage, retrieval, and semantic understanding

Cite

@software{lighter,
author       = {Ibrahim Hadzic and
                Suraj Pai and
                Keno Bressem and
                Hugo Aerts},
title        = {Lighter},
publisher    = {Zenodo},
doi          = {10.5281/zenodo.8007711},
url          = {https://doi.org/10.5281/zenodo.8007711}
}