IEEE Circuits and Systems Magazine - Q3 2020 - 16

Table V.
MLP generated by emlearn.
Hidden
layers/
Neurons

2

4

6

8

10

1

Accuracy = 0.8835
F1 = 0.8393
Memory = 6750 B
SRAM = 392 B
Time = 1.9+0.006
ms

Accuracy = 0.9735
F1 = 0.9737
Memory = 6830 B
SRAM = 472 B
Time = 2.7+0.009
ms

Accuracy = 0.961
F1 = 0.9605
Memory = 6910 B
SRAM = 552 B
Time = 3.5+0.01
ms

Accuracy = 0.9705
F1 = 0.9701
Memory = 6990 B
SRAM = 648 B
Time = 4.3+0.01
ms

Accuracy = 0.968
F1 = 0.9679
Memory = 7070 B
SRAM = 744 B
Time = 4.9+0.03
ms

2

Accuracy = 0.8045
F1 = 0.7319
Memory = 6790 B
SRAM = 430 B
Time = 2.4+0.005
ms

Accuracy = 0.907
F1 = 0.878
Memory = 6926 B
SRAM = 566 B
Time = 3.8+0.009
ms

Accuracy = 0.9544
F1 = 0.9541
Memory = 7094 B
SRAM = 734 B
Time = 5.5+0.01
ms

Accuracy = 0.9742
F1 = 0.9742
Memory = 7294 B
SRAM = 950 B
Time = 7.3+0.02
ms

Accuracy = 0.9691
F1 = 0.9691
Memory = 7526 B
SRAM = 1198 B
Time = 9.2+0.02
ms

3

Accuracy = 0.8903
F1 = 0.8431
Memory = 6826 B
SRAM = 468 B
Time = 2.9+0.01
ms

Accuracy = 0.9746
F1 = 0.9745
Memory = 7018 B
SRAM = 660 B
Time = 5+0.01 ms

Accuracy = 0.9543
F1 = 0.9532
Memory = 7274 B
SRAM = 916 B
Time = 7.4+0.02
ms

Accuracy = 0.9705
F1 = 0.9709
Memory = 7594 B
SRAM = 1252 B
Time = 10.1+0.02
ms

Accuracy = 0.9795
F1 = 0.9797
Memory = 7978 B
SRAM = 1652 B
Time = 13.2+0.03
ms

4

Accuracy = 0.888
F1 = 0.8392
Memory = 6864 B
SRAM = 506 B
Time = 3.6+0.009
ms

Accuracy = 0.922
F1 = 0.9242
Memory = 7112 B
SRAM = 754 B
Time = 6.2+0.03
ms

Accuracy = 0.924
F1 = 0.9238
Memory = 7456 B
SRAM = 1098 B
Time = 9.3+0.03
ms

Accuracy = 0.945
F1 = 0.9453
Memory = 7896 B
SRAM = 1154 B
Time = 13+0.06 ms

Accuracy = 0.944
F1 = 0.9422
Memory = 8432 B
SRAM = 2106 B
(out-of-range)

5

Accuracy = 0.715
F1 = 0.6108
Memory = 6902 B
SRAM = 544 B
Time = 3.9+0.03
ms

Accuracy = 0.882
F1 = 0.8385
Memory = 7206 B
SRAM = 848 B
Time = 7.3+0.03
ms

Accuracy = 0.9285
F1 = 0.9269
Memory = 7638 B
SRAM = 1280 B
Time = 11.1+0.07
ms

Accuracy = 0.931
F1 = 0.9297
Memory = 8198 B
SRAM = 1856 B
Time = 15.8+0.08
ms

Accuracy = 0.9245
F1 = 0.9183
Memory = 8886 B
SRAM = 2560 B
(out-of-range)

Table VI.
Decision trees and RF generated by sklearnporter and emlearn.

16 	

Library/
Algorithm

Decision Tree
Depth = 3

Decision Tree
Depth = 4

Decision Tree
Depth = 5

Decision Tree
Depth = 6

RF Estimators
= 10

sklearnporter

Accuracy =
0.9155
F1 = 0.8886
Memory = 3610 B
Time =
40.56±0.63 μs

Accuracy =
0.9155
F1 = 0.8886
Memory = 3670 B
Time =
45.28±1.55 μs

Accuracy =
0.9935
F1 = 0.9935
Memory = 3730 B
Time =
48.32±9.48 μs

Accuracy = 1
F1 = 1
Memory = 3770 B
Time = 48.75±5.6
μs

Accuracy = 1
F1 = 1
Memory = 27814 B
Time = 252.24±7
μs

emlearn

Accuracy =
0.9155
F1 = 0.8886
Memory = 3840 B
Time =
103.28±3.87 μs

Accuracy =
0.9155
F1 = 0.8886
Memory = 3904 B
Time =
103.58±7.18 μs

Accuracy =
0.9935
F1 = 0.9935
Memory = 3952 B
Time =
103.96±83.82 μs

Accuracy = 1
F1 = 1
Memory = 40016 B
Time =
104.08±3.87 μs

Accuracy = 1
F1 = 1
Memory = 13160 B
Time =
193.6±6.06 μs

IEEE CIRCUITS AND SYSTEMS MAGAZINE 		

THIRD QUARTER 2020
IEEE Circuits and Systems Magazine - Q3 2020

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