Anshuman Fauzdar / Predictive_Image Public
Target: Sony Spresense (Cortex-M4F 156MHz) Clone this project
Experiments 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

Sony Spresense (Cortex-M4F 156MHz)

100 ms

1536 kB

8096 kB

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General

F1-score

Precision

Recall

80%
rgb-conv2d-67d
Show logs
PERFORMANCE
LATENCY
2327 ms of 100 ms
Exceeds target by 2227 ms
RAM
369 kB of 1536 kB
ROM
2358 kB of 8096 kB
DSP NN Unused
IMAGE INPUT

96 |
96

IMAGE

RGB

ACCURACY (KERAS)

1/11/2022, 6:52:02 AM

75%
rgb-mobilenetv2-96d
Show logs
PERFORMANCE
LATENCY
3451 ms of 100 ms
Exceeds target by 3351 ms
RAM
738 kB of 1536 kB
ROM
586 kB of 8096 kB
DSP NN Unused
IMAGE INPUT

160 |
160

IMAGE

RGB

ACCURACY (KERAS-TRANSFER-IMAGE)

1/11/2022, 6:46:08 AM

75%
grayscale-mobilenetv1-50a
Show logs
PERFORMANCE
LATENCY
660 ms of 100 ms
Exceeds target by 560 ms
RAM
135 kB of 1536 kB
ROM
312 kB of 8096 kB
DSP NN Unused
IMAGE INPUT

96 |
96

IMAGE

Grayscale

ACCURACY (KERAS-TRANSFER-IMAGE)

1/11/2022, 6:35:12 AM

75%
grayscale-mobilenetv2-567
Show logs
PERFORMANCE
LATENCY
1342 ms of 100 ms
Exceeds target by 1242 ms
RAM
351 kB of 1536 kB
ROM
586 kB of 8096 kB
DSP NN Unused
IMAGE INPUT

96 |
96

IMAGE

Grayscale

ACCURACY (KERAS-TRANSFER-IMAGE)

1/11/2022, 6:46:20 AM

75%
grayscale-mobilenetv1-c1f
Show logs
PERFORMANCE
LATENCY
406 ms of 100 ms
Exceeds target by 306 ms
RAM
64 kB of 1536 kB
ROM
110 kB of 8096 kB
DSP NN Unused
IMAGE INPUT

96 |
96

IMAGE

Grayscale

ACCURACY (KERAS-TRANSFER-IMAGE)

1/11/2022, 6:52:39 AM

75%
grayscale-mobilenetv1-7fc
Show logs
PERFORMANCE
LATENCY
685 ms of 100 ms
Exceeds target by 585 ms
RAM
111 kB of 1536 kB
ROM
228 kB of 8096 kB
DSP NN Unused
IMAGE INPUT

96 |
96

IMAGE

Grayscale

ACCURACY (KERAS-TRANSFER-IMAGE)

1/11/2022, 6:55:17 AM

75%
grayscale-mobilenetv1-d71
Show logs
PERFORMANCE
LATENCY
532 ms of 100 ms
Exceeds target by 432 ms
RAM
111 kB of 1536 kB
ROM
228 kB of 8096 kB
DSP NN Unused
IMAGE INPUT

96 |
96

IMAGE

Grayscale

ACCURACY (KERAS-TRANSFER-IMAGE)

1/11/2022, 6:59:42 AM

75%
rgb-mobilenetv2-e8b
Show logs
PERFORMANCE
LATENCY
600 ms of 100 ms
Exceeds target by 500 ms
RAM
965 kB of 1536 kB
ROM
1652 kB of 8096 kB
DSP NN Unused
IMAGE INPUT

96 |
96

IMAGE

RGB

ACCURACY (KERAS-TRANSFER-IMAGE)

1/11/2022, 7:02:48 AM

20%
rgb-conv2d-caa
Show logs
PERFORMANCE
LATENCY
18926 ms of 100 ms
Exceeds target by 18826 ms
RAM
369 kB of 1536 kB
ROM
2358 kB of 8096 kB
DSP NN Unused
IMAGE INPUT

96 |
96

IMAGE

RGB

ACCURACY (KERAS)

1/11/2022, 6:48:20 AM

rgb-conv2d-344
Show logs
PERFORMANCE
LATENCY
147 ms of 100 ms
Exceeds target by 47 ms
RAM
30 kB of 1536 kB
ROM
122 kB of 8096 kB
DSP NN Unused
IMAGE INPUT

32 |
32

IMAGE

RGB

ACCURACY (KERAS)

1/11/2022, 6:27:32 AM

rgb-mobilenetv2-7cd
PERFORMANCE
LATENCY
100 ms
RAM
1536 kB
ROM
8096 kB
Unused
IMAGE INPUT

160 |
160

IMAGE

RGB

ACCURACY (KERAS-TRANSFER-IMAGE)

grayscale-conv2d-b1f
PERFORMANCE
LATENCY
100 ms
RAM
1536 kB
ROM
8096 kB
Unused
IMAGE INPUT

96 |
96

IMAGE

Grayscale

ACCURACY (KERAS)

rgb-mobilenetv2-f40
PERFORMANCE
LATENCY
100 ms
RAM
1536 kB
ROM
8096 kB
Unused
IMAGE INPUT

96 |
96

IMAGE

RGB

ACCURACY (KERAS-TRANSFER-IMAGE)

grayscale-mobilenetv1-77b
PERFORMANCE
LATENCY
100 ms
RAM
1536 kB
ROM
8096 kB
Unused
IMAGE INPUT

96 |
96

IMAGE

Grayscale

ACCURACY (KERAS-TRANSFER-IMAGE)

grayscale-mobilenetv2-768
PERFORMANCE
LATENCY
100 ms
RAM
1536 kB
ROM
8096 kB
Unused
IMAGE INPUT

96 |
96

IMAGE

Grayscale

ACCURACY (KERAS-TRANSFER-IMAGE)

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