Research Article

Hand Gesture Recognition Algorithm Using SVM and HOG Model for Control of Robotic System

Table 1

Sequential parameter model.

LayerOutput shapeNumber of parameters

conv2d_1(None, 126, 126, 32)320
Activation_1(None, 126, 126, 32)0
max_pooling2d_1(None, 42, 42, 32)0
conv2d_2(None, 40, 40, 64)18496
Activation_2(None, 40, 40, 64)0
max_pooling2d_2(None, 13, 13, 64)0
conv2d_3(None, 11, 11, 128)73856
Activation_3(None, 11, 11, 128)0
max_pooling2d_3(None, 3, 3, 128)0
Flatten_1(None, 1152)0
Dense_1(None, 128)147584
Activation_4(None, 128)0
Dense_2 (dense)(None, 4)516
Activation_5(None, 4)0