Evaluating Deep Neural Network Architectures with Transfer Learning for Pneumonitis Diagnosis.

ABSTRACT: Pneumonitis is an infectious disease that causes the inflammation of the air sac. It can be life-threatening to the very young and elderly. Detection of pneumonitis from X-ray images is a significant challenge. Early detection and assistance with diagnosis can be crucial. Recent developments in the field of deep learning have significantly improved their performance in medical image analysis. The superior predictive performance of the deep learning methods makes them ideal for pneumonitis classification from chest X-ray images. However, training deep learning models can be cumbersome and resource-intensive. Reusing knowledge representations of public models trained on large-scale datasets through transfer learning can help alleviate these challenges. In this paper, we compare various image

SUBMITTER: Krishnamurthy S 

PROVIDER: S-EPMC8452401 | biostudies-literature | 2021

REPOSITORIES: biostudies-literature