kun ming / test01 Public
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

Run #1

Espressif ESP-EYE (ESP32 240MHz)

100 ms

4096 kB

4096 kB

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General

F1-score

Precision

Recall

96%
rgb-fomo-7b2
PERFORMANCE
LATENCY
648 ms of 100 ms
Exceeds target by 548 ms
RAM
236 kB of 4096 kB
ROM
65 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

96 |
96

IMAGE

RGB

OBJECT DETECTION (IMAGES)

0.01 | 60 | 96%

FOMO (MobileNetV2 0.1) | int8

3/18/2025, 1:24:43 PM

92%
rgb-fomo-13a
PERFORMANCE
LATENCY
1111 ms of 100 ms
Exceeds target by 1011 ms
RAM
240 kB of 4096 kB
ROM
79 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

96 |
96

IMAGE

RGB

OBJECT DETECTION (IMAGES)

0.01 | 30 | 92%

FOMO (MobileNetV2 0.35) | int8

3/18/2025, 1:42:51 PM

92%
rgb-fomo-fa4
PERFORMANCE
LATENCY
939 ms of 100 ms
Exceeds target by 839 ms
RAM
236 kB of 4096 kB
ROM
65 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

96 |
96

IMAGE

RGB

OBJECT DETECTION (IMAGES)

0.01 | 30 | 92%

FOMO (MobileNetV2 0.1) | int8

3/18/2025, 1:32:52 PM

78%
rgb-fomo-b14
PERFORMANCE
LATENCY
3216 ms of 100 ms
Exceeds target by 3116 ms
RAM
627 kB of 4096 kB
ROM
65 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

160 |
160

IMAGE

RGB

OBJECT DETECTION (IMAGES)

0.01 | 60 | 78%

FOMO (MobileNetV2 0.1) | int8

3/18/2025, 1:22:09 PM

78%
rgb-fomo-e2c
PERFORMANCE
LATENCY
1114 ms of 100 ms
Exceeds target by 1014 ms
RAM
244 kB of 4096 kB
ROM
79 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

96 |
96

IMAGE

RGB

OBJECT DETECTION (IMAGES)

0.01 | 30 | 78%

FOMO (MobileNetV2 0.35) | int8

3/18/2025, 1:17:57 PM

64%
grayscale-fomo-f3f
PERFORMANCE
LATENCY
1955 ms of 100 ms
Exceeds target by 1855 ms
RAM
413 kB of 4096 kB
ROM
79 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

128 |
128

IMAGE

Grayscale

OBJECT DETECTION (IMAGES)

0.01 | 30 | 64%

FOMO (MobileNetV2 0.35) | int8

3/18/2025, 1:19:15 PM

60%
rgb-fomo-5eb
PERFORMANCE
LATENCY
1945 ms of 100 ms
Exceeds target by 1845 ms
RAM
405 kB of 4096 kB
ROM
65 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

128 |
128

IMAGE

RGB

OBJECT DETECTION (IMAGES)

0.01 | 30 | 60%

FOMO (MobileNetV2 0.1) | int8

3/18/2025, 1:24:14 PM

41%
rgb-fomo-d3c
PERFORMANCE
LATENCY
1733 ms of 100 ms
Exceeds target by 1633 ms
RAM
409 kB of 4096 kB
ROM
65 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

128 |
128

IMAGE

RGB

OBJECT DETECTION (IMAGES)

0.1 | 60 | 41%

FOMO (MobileNetV2 0.1) | int8

3/18/2025, 1:17:42 PM

31%
rgb-fomo-8a3
PERFORMANCE
LATENCY
706 ms of 100 ms
Exceeds target by 606 ms
RAM
240 kB of 4096 kB
ROM
79 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

96 |
96

IMAGE

RGB

OBJECT DETECTION (IMAGES)

0.1 | 30 | 31%

FOMO (MobileNetV2 0.35) | int8

3/18/2025, 1:34:09 PM

25%
grayscale-fomo-3c0
PERFORMANCE
LATENCY
3669 ms of 100 ms
Exceeds target by 3569 ms
RAM
630 kB of 4096 kB
ROM
79 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

160 |
160

IMAGE

Grayscale

OBJECT DETECTION (IMAGES)

0.1 | 30 | 25%

FOMO (MobileNetV2 0.35) | int8

3/18/2025, 1:20:51 PM