An ensemble-based approach by fine-tuning the deep transfer learning models to classify pneumonia from chest X-ray images

no code implementations • 11 Nov 2020 • Sagar Kora Venu

These performance metrics of accuracy, precision, and f1 score are at their highest levels ever reported in the literature, which can be considered a benchmark for the accurate pneumonia classification.

Pneumonia Detection Respiratory Failure +1

Evaluation of Deep Convolutional Generative Adversarial Networks for data augmentation of chest X-ray images

no code implementations • 2 Sep 2020 • Sagar Kora Venu

Medical image datasets are usually imbalanced, due to the high costs of obtaining the data and time-consuming annotations.

Data Augmentation Generative Adversarial Network +2