---
license: apache-2.0
---

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

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

## Hugging Face Models From This Paper:

| Link | Longitudinal | Multi-image | Reinforcement learning | 
|---|---|---|---|
| https://huggingface.co/aehrc/cxrmate |  Y | Y  | Y  |  
| https://huggingface.co/aehrc/cxrmate-tf | Y |  Y  | N  | 
| https://huggingface.co/aehrc/cxrmate-multi-tf | N  |  Y |  N | 
| https://huggingface.co/aehrc/cxrmate-single-tf | N | N   | N  |

## 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-single-tf.ipynb