Stanton / 10n2 Public

EON Tuner

The EON Tuner helps you find the most optimal architecture for your embedded machine-learning application. Clone this project to use the EON Tuner.

Target

No name set

Vision

Sony Spresense (Cortex-M4F 156MHz)

100 ms

1536 kB

8192 kB

Filters

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DSP type

Network type

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Data set

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General

F1-score

Precision

Recall

100%
rgb-mobilenetv2-169
PERFORMANCE
LATENCY
2998 ms of 100 ms
Exceeds target by 2898 ms
RAM
287 kB of 1536 kB
ROM
234 kB of 8192 kB
DSP NN Unused
INPUT

96 | 96

IMAGE

RGB

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV2 0.05
64 | 0.5

7/19/2022, 12:58:38 PM

100%
rgb-mobilenetv2-79e
PERFORMANCE
LATENCY
3085 ms of 100 ms
Exceeds target by 2985 ms
RAM
297 kB of 1536 kB
ROM
223 kB of 8192 kB
DSP NN Unused
INPUT

96 | 96

IMAGE

RGB

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV2 0.1
16 | 0.1

7/19/2022, 1:06:26 PM

100%
grayscale-mobilenetv2-260
PERFORMANCE
LATENCY
449 ms of 100 ms
Exceeds target by 349 ms
RAM
297 kB of 1536 kB
ROM
223 kB of 8192 kB
DSP NN Unused
INPUT

96 | 96

IMAGE

Grayscale

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV2 0.1
16 | 0.1 |

7/19/2022, 12:59:47 PM

99%
grayscale-conv2d-5ea
PERFORMANCE
LATENCY
271 ms of 100 ms
Exceeds target by 171 ms
RAM
20 kB of 1536 kB
ROM
60 kB of 8192 kB
DSP NN Unused
INPUT

32 | 32

IMAGE

Grayscale

ACCURACY
CLASSIFICATION (KERAS)

0.0005 | 10

Type Filters Kernel Rate
conv2d 8 3 -
conv2d 16 3 -
conv2d 32 3 -
conv2d 64 3 -
dropout - - 0.25

7/19/2022, 1:04:46 PM

98%
rgb-mobilenetv2-bc4
PERFORMANCE
LATENCY
3247 ms of 100 ms
Exceeds target by 3147 ms
RAM
297 kB of 1536 kB
ROM
284 kB of 8192 kB
DSP NN Unused
INPUT

96 | 96

IMAGE

RGB

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV2 0.1
64 | 0.5 |

7/19/2022, 1:05:25 PM

98%
rgb-mobilenetv1-da3
PERFORMANCE
LATENCY
5175 ms of 100 ms
Exceeds target by 5075 ms
RAM
111 kB of 1536 kB
ROM
238 kB of 8192 kB
DSP NN Unused
INPUT

96 | 96

IMAGE

RGB

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV1 0.2
64 | 0.5 |

7/19/2022, 1:08:53 PM

97%
rgb-mobilenetv2-fac
PERFORMANCE
LATENCY
505 ms of 100 ms
Exceeds target by 405 ms
RAM
297 kB of 1536 kB
ROM
223 kB of 8192 kB
DSP NN Unused
INPUT

96 | 96

IMAGE

RGB

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV2 0.1
16 | 0.5 |

7/19/2022, 12:55:50 PM

97%
grayscale-mobilenetv1-f8d
PERFORMANCE
LATENCY
830 ms of 100 ms
Exceeds target by 730 ms
RAM
111 kB of 1536 kB
ROM
238 kB of 8192 kB
DSP NN Unused
INPUT

96 | 96

IMAGE

Grayscale

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV1 0.2
64 | 0.1

7/19/2022, 1:01:26 PM

92%
grayscale-mobilenetv1-170
PERFORMANCE
LATENCY
2472 ms of 100 ms
Exceeds target by 2372 ms
RAM
113 kB of 1536 kB
ROM
115 kB of 8192 kB
DSP NN Unused
INPUT

160 | 160

IMAGE

Grayscale

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV1 0.1
64 | 0.5 |

7/19/2022, 12:55:06 PM

28%
rgb-mobilenetv1-92d
PERFORMANCE
LATENCY
4392 ms of 100 ms
Exceeds target by 4292 ms
RAM
130 kB of 1536 kB
ROM
110 kB of 8192 kB
DSP NN Unused
INPUT

160 | 160

IMAGE

RGB

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV1 0.1
16 | 0.5

7/19/2022, 1:03:04 PM