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Discovery of a Generalization Gap of Convolutional Neural Networks on COVID-19 X-Rays Classification
A number of recent papers have shown experimental evidence that suggests it is possible to build highly accurate deep neural network models to detect COVID-19 from chest X-ray images. In this paper, we show that good generalization to unseen sources has not been achieved. Experiments with richer dat...
| Formato: | Online Artículo Texto |
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| Lenguaje: | English |
| Publicado: |
IEEE
2021
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| Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8224464/ https://www.ncbi.nlm.nih.gov/pubmed/34178559 http://dx.doi.org/10.1109/ACCESS.2021.3079716 |