Research Article

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

Table 2

CNN parameters used for feature map generation from the Pretrained Models

CNN parametersResNet50AlexNetInceptionv3DenseNet201

Convlayer nameconv1conv1conv2d_1conv1 | conv
No.of layers17725316709
Input image size[224,224,3][227,227,3][299,299,3][224,224,3]
Filter size7 × 711 × 113 × 37 × 7
No of filters64963264
Stride[2,2][4,4][2,2][2,2]
Dilation factor[1,1][1,1][1,1][1,1]
Padding size[3,3,3,3][0,0,0,0][0,0,0,0][3,3,3,3]
Weight initializationGlorotGlorotGlorotGlorot
Feature layerfc1000fc8Predictionsfc1000