Research Article

Power and Area Efficient Cascaded Effectless GDI Approximate Adder for Accelerating Multimedia Applications Using Deep Learning Model

Table 8

Low-Weight Digit Detector network architecture.

Layer (type)Output shapeParameter

Input_1 (inputLayer)(28, 28, 1)0
Conv1 (conv2D)(28, 28, 4)36
Activation_1 (activation)(28, 28, 4)0
Conv2 (conv2D)(28, 28, 4)144
Activation_2 (activation)(28, 28, 4)0
Pool1 (maxpooling2D)(14, 14, 4)0
Conv3 (conv2D)(14, 14, 8)288
Activation_3 (activation)(14, 14, 8)0
Conv4 (conv2D)(14, 14, 8)576
Activation_4 (activation)(14, 14, 8)0
Pool2 (maxpooling2D)(7, 7, 8)0
Conv5 (conv2D)(7, 7, 16)1152
Activation_5 (activation)(7, 7, 16)0
Conv6 (conv2D)(7, 7, 16)2304
Activation_6 (activation)(7, 7, 16)0
Global_max_pooling2d_1 (global)(16)0
Dense_1 (dense)(11)176
Activation_7 (activation)(11)0