Yucca: A Deep Learning Framework For Medical Image Analysis
<|reference_start|>Yucca: A Deep Learning Framework For Medical Image Analysis: Medical image analysis using deep learning frameworks has advanced healthcare by automating complex tasks, but many existing frameworks lack flexibility, modularity, and user-friendliness. To address these challenges, we introduce Yucca, an open-source AI framework available at https://github.com/Sllambias/yucca, designed specifically for medical imaging applications and built on PyTorch and PyTorch Lightning. Yucca features a three-tiered architecture: Functional, Modules, and Pipeline, providing a comprehensive and customizable solution. Evaluated across diverse tasks such as cerebral microbleeds detection, white matter hyperintensity segmentation, and hippocampus segmentation, Yucca achieves state-of-the-art results, demonstrating its robustness and versatility. Yucca offers a powerful, flexible, and user-friendly platform for medical image analysis, inviting community contributions to advance its capabilities and impact.<|reference_end|>
@article{llambias2024yucca:,
    title={Yucca: A Deep Learning Framework For Medical Image Analysis},
    author={Sebastian N{o}rgaard Llambias, Julia Machnio, Asbj{o}rn Munk, Jakob
  Ambsdorf, Mads Nielsen, Mostafa Mehdipour Ghazi},
    journal={arXiv preprint arXiv:2407.19888},
    year={2024},
    archivePrefix={arXiv},
    eprint={2407.19888},
    primaryClass={cs.CV cs.AI cs.LG eess.IV}
}