The EON Tuner helps you quickly run hyper-parameter sweeps that explore different pre-processing + model architectures optimized for your defined objectives. Clone this project to use the EON Tuner.
Target
No name set
Arduino Portenta H7 (Cortex-M7 480MHz)
100 ms
440 kB
2048 kB
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F1-score
Precision
Recall
100%
rgb-mobilenetv2-4c4
PERFORMANCE
LATENCY
4772 ms of
100 ms
Exceeds target by 4672 ms
RAM
738 kB of
440 kB
Exceeds target by 298 kB
ROM
586 kB of
2048 kB
DSP
NN
Unused
IMAGE INPUT
160
|
160
IMAGE
RGB
ACCURACY (KERAS-TRANSFER-IMAGE)
12/17/2021, 8:44:38 PM
100%
grayscale-mobilenetv2-4f0
PERFORMANCE
LATENCY
1710 ms of
100 ms
Exceeds target by 1610 ms
RAM
351 kB of
440 kB
ROM
585 kB of
2048 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
IMAGE
Grayscale
ACCURACY (KERAS-TRANSFER-IMAGE)
12/17/2021, 8:37:58 PM
100%
rgb-mobilenetv2-154
PERFORMANCE
LATENCY
4772 ms of
100 ms
Exceeds target by 4672 ms
RAM
369 kB of
440 kB
ROM
2357 kB of
2048 kB
Exceeds target by 309 kB
DSP
NN
Unused
IMAGE INPUT
160
|
160
IMAGE
RGB
ACCURACY (KERAS-TRANSFER-IMAGE)
12/17/2021, 9:01:39 PM
98%
rgb-conv2d-6b2
PERFORMANCE
LATENCY
202 ms of
100 ms
Exceeds target by 102 ms
RAM
30 kB of
440 kB
ROM
122 kB of
2048 kB
DSP
NN
Unused
IMAGE INPUT
32
|
32
IMAGE
RGB
ACCURACY (KERAS)
12/17/2021, 8:34:46 PM
98%
rgb-mobilenetv2-297
PERFORMANCE
LATENCY
1718 ms of
100 ms
Exceeds target by 1618 ms
RAM
351 kB of
440 kB
ROM
586 kB of
2048 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
IMAGE
RGB
ACCURACY (KERAS-TRANSFER-IMAGE)
12/17/2021, 8:38:12 PM
98%
grayscale-conv2d-dd7
PERFORMANCE
LATENCY
440 ms of
100 ms
Exceeds target by 340 ms
RAM
99 kB of
440 kB
ROM
328 kB of
2048 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
IMAGE
Grayscale
ACCURACY (KERAS)
12/17/2021, 9:09:00 PM
96%
grayscale-mobilenetv1-81e
PERFORMANCE
LATENCY
638 ms of
100 ms
Exceeds target by 538 ms
RAM
135 kB of
440 kB
ROM
312 kB of
2048 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
IMAGE
Grayscale
ACCURACY (KERAS-TRANSFER-IMAGE)
12/17/2021, 8:41:12 PM
96%
rgb-conv2d-bdc
PERFORMANCE
LATENCY
3706 ms of
100 ms
Exceeds target by 3606 ms
RAM
369 kB of
440 kB
ROM
2357 kB of
2048 kB
Exceeds target by 309 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
IMAGE
RGB
ACCURACY (KERAS)
12/17/2021, 8:42:51 PM
96%
grayscale-mobilenetv1-4d9
PERFORMANCE
LATENCY
100 ms of
100 ms
RAM
64 kB of
440 kB
ROM
109 kB of
2048 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
IMAGE
Grayscale
ACCURACY (KERAS-TRANSFER-IMAGE)
12/17/2021, 8:45:47 PM
96%
rgb-mobilenetv2-ded
PERFORMANCE
LATENCY
500 ms of
100 ms
Exceeds target by 400 ms
RAM
369 kB of
440 kB
ROM
2357 kB of
2048 kB
Exceeds target by 309 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
IMAGE
RGB
ACCURACY (KERAS-TRANSFER-IMAGE)
12/17/2021, 8:51:20 PM
96%
grayscale-mobilenetv2-b13
PERFORMANCE
LATENCY
496 ms of
100 ms
Exceeds target by 396 ms
RAM
287 kB of
440 kB
ROM
173 kB of
2048 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
IMAGE
Grayscale
ACCURACY (KERAS-TRANSFER-IMAGE)
12/17/2021, 8:51:51 PM
96%
grayscale-mobilenetv1-238
PERFORMANCE
LATENCY
100 ms of
100 ms
RAM
64 kB of
440 kB
ROM
109 kB of
2048 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
IMAGE
Grayscale
ACCURACY (KERAS-TRANSFER-IMAGE)
12/17/2021, 8:51:03 PM
96%
rgb-mobilenetv1-2a3
PERFORMANCE
LATENCY
642 ms of
100 ms
Exceeds target by 542 ms
RAM
135 kB of
440 kB
ROM
312 kB of
2048 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
IMAGE
RGB
ACCURACY (KERAS-TRANSFER-IMAGE)
12/17/2021, 8:54:08 PM
96%
rgb-conv2d-76d
PERFORMANCE
LATENCY
726 ms of
100 ms
Exceeds target by 626 ms
RAM
52 kB of
440 kB
ROM
134 kB of
2048 kB
DSP
NN
Unused
IMAGE INPUT
32
|
32
IMAGE
RGB
ACCURACY (KERAS)
12/17/2021, 8:57:51 PM
96%
rgb-mobilenetv2-20d
PERFORMANCE
LATENCY
584 ms of
100 ms
Exceeds target by 484 ms
RAM
297 kB of
440 kB
ROM
223 kB of
2048 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
IMAGE
RGB
ACCURACY (KERAS-TRANSFER-IMAGE)
12/17/2021, 9:05:42 PM
Training output
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Click 'Run EON Tuner' to begin
