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Table 6 Layer distribution of execution time and operations for classifier inference

From: A depthwise separable convolutional neural network for keyword spotting on an embedded system

LayerExecution time [ms]Millions of operations
Conv 199.0 (43.5%)3.04 (23.2%)
DW-conv 18.3 (3.7%)0.17 (1.4%)
PW-conv 113.0 (5.7%)1.50 (11.5%)
DW-conv 28.3 (3.7%)0.17 (1.4%)
PW-conv 213.0 (5.7%)1.50 (11.5%)
DW-conv 38.3 (3.7%)0.17 (1.4%)
PW-conv 313.0 (5.7%)1.50 (11.5%)
DW-conv 48.3 (3.7%)0.17 (1.4%)
PW-conv 413.0 (5.7%)1.50 (11.5%)
DW-conv 58.3 (3.7%)0.17 (1.4%)
PW-conv 513.0 (5.7%)1.50 (11.5%)
DW-conv 68.3 (3.7%)0.17 (1.4%)
PW-conv 613.0 (5.7%)1.50 (11.5%)
Avg-pool0.5 (0.2%)0.01 (0.1%)
FC0.1 (0.04%)0.001 (<0.1%)
Total227.413.12