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CheXseen: Unseen Disease Detection for Deep Learning Interpretation of Chest X-rays [article]

Siyu Shi, Ishaan Malhi, Kevin Tran, Andrew Y. Ng, Pranav Rajpurkar
2021 arXiv   pre-print
We find that the penultimate layer of the deep neural network provides useful features for unseen disease detection.  ...  We systematically evaluate the performance of deep learning models in the presence of diseases not labeled for or present during training.  ...  However, it is unknown whether deep learning models for chest x-ray interpretation can maintain performance in presence of diseases not seen during training, or whether they can detect the presence of  ... 
arXiv:2103.04590v2 fatcat:cqmmpn33e5gobl5l6kf4ihovhy