| library_name: tf-keras | |
| tags: | |
| - object-detection | |
| ## Model description | |
| We present this model in relation to previous work by [Oakden-Rayner et al.](https://arxiv.org/abs/1909.12475) and [Jiménez-Sánchez et al.](https://arxiv.org/abs/2211.04279), discussing the issue of hidden features in medical images which tend to confuse machine learning models on the task of pathology detection. | |
| They studied model performance on pneumothorax cases, which they find to depend on the presence of chest drains that are used for treatment of the pathology. | |
| We developed this model as a *chest drain detector* in chest X-rays. | |
| More details on our study as well as code and data is available [here](https://github.com/trer2547/DrainDetection_ChestXrays). | |