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library_name: keras |
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tags: |
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- object-detection |
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--- |
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## Model description |
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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. |
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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. |
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We developed this model as a *chest drain detector* in chest X-rays. |
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More details on our study as well as code and data is available [here](https://github.com/trer2547/DrainDetection_ChestXrays). |
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