A Set of Comprehensive Evaluation System for Different Data Augmentation Methods

Table 2

FID between the generated small-sized data set and the original data set.

	DeepLesion	X-ray	ImageNet	CIFAR10
Random sampling method	74.15	63.58	91.73	84.46
Stratified sampling method	68.34	57.36	88.65	72.53
Histogram	61.27	48.24	73.12	59.87
SSIM	56.75	41.27	68.45	54.13
Cosine distance	46.31	38.14	45.76	41.38
Euclidean distance	48.59	36.83	47.09	39.08