Keyword [ChestX-ray14] [CheXNet]
Rajpurkar P, Irvin J, Zhu K, et al. Chexnet: Radiologist-level pneumonia detection on chest x-rays with deep learning[J]. arXiv preprint arXiv:1711.05225, 2017.
1. Overview
1.1. Motivation
In this paper, it proposes CheXNet
- 121-layer DenseNet
- on ChestX-ray14
1.2. Details
- random split dataset. 70% training, 10% validation, 20% test
- 224x224, normalize based on the mean and standard deviation of ImageNet
- data augmentation. horizontal flipping
- unweighted loss
- CAM
1.3. Comparison
