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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)

500 ms

1536 kB

8192 kB

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General

F1-score

Precision

Recall

rgb-mobilenetv1-9e7
PERFORMANCE
LATENCY
500 ms
RAM
1536 kB
ROM
8192 kB
Unused
INPUT

160 | 160

IMAGE

RGB

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV1 0.2
16 | 0.5 |

rgb-mobilenetv1-4b3
PERFORMANCE
LATENCY
500 ms
RAM
1536 kB
ROM
8192 kB
Unused
INPUT

160 | 160

IMAGE

RGB

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV1 0.25
16 | 0.5 |

grayscale-conv2d-240
PERFORMANCE
LATENCY
500 ms
RAM
1536 kB
ROM
8192 kB
Unused
INPUT

64 | 64

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 - - 0.5

rgb-mobilenetv2-a96
PERFORMANCE
LATENCY
500 ms
RAM
1536 kB
ROM
8192 kB
Unused
INPUT

160 | 160

IMAGE

RGB

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV2 0.05
16 | 0.5

rgb-mobilenetv2-e5d
PERFORMANCE
LATENCY
500 ms
RAM
1536 kB
ROM
8192 kB
Unused
INPUT

160 | 160

IMAGE

RGB

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV2 0.35
64 | 0.1 |

rgb-mobilenetv2-b5d
PERFORMANCE
LATENCY
500 ms
RAM
1536 kB
ROM
8192 kB
Unused
INPUT

160 | 160

IMAGE

RGB

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV2 0.05
64 | 0.1 |

rgb-mobilenetv2-e47
PERFORMANCE
LATENCY
500 ms
RAM
1536 kB
ROM
8192 kB
Unused
INPUT

160 | 160

IMAGE

RGB

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV2 0.05
16 | 0.1

grayscale-mobilenetv1-50d
PERFORMANCE
LATENCY
500 ms
RAM
1536 kB
ROM
8192 kB
Unused
INPUT

160 | 160

IMAGE

Grayscale

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV1 0.25
16 | 0.1 |

rgb-mobilenetv1-4a9
PERFORMANCE
LATENCY
500 ms
RAM
1536 kB
ROM
8192 kB
Unused
INPUT

160 | 160

IMAGE

RGB

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV1 0.25
64 | 0.1

rgb-mobilenetv2-232
PERFORMANCE
LATENCY
500 ms
RAM
1536 kB
ROM
8192 kB
Unused
INPUT

160 | 160

IMAGE

RGB

ACCURACY
TRANSFER LEARNING (IMAGES)

0.0005 | 20

MobileNetV2 0.35
16 | 0.5

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