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aehrc/cxrmate-tf

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CXRMate: Longitudinal Data and a Semantic Similarity Reward for Chest X-Ray Report Generation

This is the longitudinal, multi-image Chest X-Ray (CXR) report generator trained with teacher forcing (no reinforcement learning).

Hugging Face Models From This Paper:

LinkLongitudinalMulti-imageReinforcement learning
https://huggingface.co/aehrc/cxrmateYYY
https://huggingface.co/aehrc/cxrmate-tfYYN
https://huggingface.co/aehrc/cxrmate-multi-tfNYN
https://huggingface.co/aehrc/cxrmate-single-tfNNN

Paper:

  • —https://doi.org/10.1016/j.imu.2024.101585
@article{NICOLSON2024101585,
title = {Longitudinal data and a semantic similarity reward for chest X-ray report generation},
journal = {Informatics in Medicine Unlocked},
volume = {50},
pages = {101585},
year = {2024},
issn = {2352-9148},
doi = {https://doi.org/10.1016/j.imu.2024.101585},
url = {https://www.sciencedirect.com/science/article/pii/S2352914824001424},
author = {Aaron Nicolson and Jason Dowling and Douglas Anderson and Bevan Koopman},
}

ArXiv:

  • —https://arxiv.org/abs/2307.09758

GitHub Repository:

  • —https://github.com/aehrc/cxrmate

Notebook Example:

  • —https://github.com/aehrc/cxrmate/blob/main/examples/cxrmate-tf.ipynb