DeepLumina: A Method Based on Deep Features and Luminance Information for Color Texture Classification

Table 7

Computation time(in mins) for the Proposed Method, DeepLumina on FMD dataset.

	RGB	DeepLumina: proposed method
Pretrained models	RGB	RGB + Y	RGB + L	RGB + V	RGB + Y
ColorSpaces	RGB [18]	YCbCr	L ^∗ a ^∗ b ^∗	HSV	YIQ
MobileNet + SVM	0.43	0.64	0.65	0.65	0.65
ResNet50 + SVM	0.62	0.97	0.98	0.97	0.98
ResNet101 + SVM	0.92	1.57	1.58	1.57	1.55
DenseNet201 + SVM	1.29	2.18	2.20	2.19	2.19
AlexNet + SVM	0.95	1.37	2.56	1.12	1.1
VGG19 + SVM	1.03	2.18	2.20	2.19	2.19
Inceptionv3 + SVM	0.87	1.47	1.46	1.46	1.48
InceptionResNetv2 + SVM	1.81	3.04	3.02	3.06	3.06