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Pneumothorax, Note: Image search which gathers metadata could pose…
Pneumothorax
Experiments and Results
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Used sensitivity, specificity, and AUC
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Detection
Difficult to classify
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Most cases, rare diseases only have a handful of specialized physicians
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Note: Necessary to justify use of dimensionality reduction. For this case, 3072 dimensions is too much for their machine to handle. Also important to compare different techniques.
Overall: The paper was able to analyze all aspects needed when creating your own model. It compared techniques in dimension reduction, different dataset configurations, and architecture configurations. Additionally, it can be easily compared to other works. They were also able to justify their claims
Sze-To, A., Riasatian, A., and Tizhoosh, H. R. Searching for pneumothorax in x-ray images using autoencoded deep features, 2021.