Deep transfer learning to quantify pleural effusion severity in chest X-rays

BMC Medical Imaging

Table 2 Top 10 accuracy parameters, models and results optimized by NNI

	Data Sample	Loss	LR	Optimizer	Model	Accuracy (%)
1	None	Focal	0.005	Adagrad	DenseNet121	73.07
2	None	CrossEntropy	0.005	Adagrad	DenseNet121	72.56
3	None	CrossEntropy	0.001	Adamax	resnet18	72.19
4	Over sample	Focal	0.005	Adagrad	DenseNet121	72.04
5	None	CrossEntropy	0.005	Adagrad	resnet18	71.98
6	None	CrossEntropy	0.005	SGD	DenseNet121	71.94
7	None	Focal	0.005	Adagrad	resnet18	71.83
8	None	CrossEntropy	0.001	Adagrad	resnet18	71.51
9	None	CrossEntropy	0.005	Adagrad	resnet50	71.34
10	Over sample	CrossEntropy	0.001	Adagrad	resnet50	71.30

ISSN: 1471-2342