Automotive Maintenance / Spark Plugs - Condition Detection Public
Target: Espressif ESP-EYE (ESP32 240MHz) Clone this project
Experiments EON Tuner
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

Anomaly accuracy

F1-score

Precision

Recall

100%
grayscale-fomo-ad-074
PERFORMANCE
LATENCY
979 ms of 100 ms
Exceeds target by 879 ms
RAM
517 kB of 4096 kB
ROM
125 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

128 |
128

IMAGE

Grayscale

VISUAL ANOMALY DETECTION - FOMO-AD
Gaussian Mixture Model (GMM) | mobilenet_v2_a35 | medium | 1.7

100% | 100% | 100% | 100%

1 9/15/2025, 12:26:32 PM

86%
grayscale-fomo-ad-e7f
PERFORMANCE
LATENCY
555 ms of 100 ms
Exceeds target by 455 ms
RAM
302 kB of 4096 kB
ROM
116 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

96 |
96

IMAGE

Grayscale

VISUAL ANOMALY DETECTION - FOMO-AD
Gaussian Mixture Model (GMM) | mobilenet_v2_a35 | medium | 2

86% | 92% | 83% | 100%

0 9/15/2025, 12:12:48 PM

86%
grayscale-fomo-ad-8a4
PERFORMANCE
LATENCY
8323 ms of 100 ms
Exceeds target by 8223 ms
RAM
3514 kB of 4096 kB
ROM
329 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

224 |
224

IMAGE

Grayscale

VISUAL ANOMALY DETECTION - FOMO-AD
Patchcore | mobilenet_v2_a1 | 3 | 9 | 3 | 0.005 | 0.6

86% | 92% | 83% | 100%

0 9/15/2025, 12:12:06 PM

86%
rgb-fomo-ad-1f3
PERFORMANCE
LATENCY
905 ms of 100 ms
Exceeds target by 805 ms
RAM
517 kB of 4096 kB
ROM
126 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

128 |
128

IMAGE

RGB

VISUAL ANOMALY DETECTION - FOMO-AD
Gaussian Mixture Model (GMM) | mobilenet_v2_a35 | medium | 0.6

86% | 50% | 100% | -

0 9/15/2025, 12:13:53 PM

86%
grayscale-fomo-ad-1a3
PERFORMANCE
LATENCY
2594 ms of 100 ms
Exceeds target by 2494 ms
RAM
1377 kB of 4096 kB
ROM
159 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

224 |
224

IMAGE

Grayscale

VISUAL ANOMALY DETECTION - FOMO-AD
Gaussian Mixture Model (GMM) | mobilenet_v2_a35 | medium | 1.3

86% | 92% | 83% | 100%

1 9/15/2025, 12:26:47 PM

86%
grayscale-fomo-ad-962
PERFORMANCE
LATENCY
1256 ms of 100 ms
Exceeds target by 1156 ms
RAM
793 kB of 4096 kB
ROM
138 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

160 |
160

IMAGE

Grayscale

VISUAL ANOMALY DETECTION - FOMO-AD
Gaussian Mixture Model (GMM) | mobilenet_v2_a35 | medium | 1.7

86% | 92% | 83% | 100%

2 9/15/2025, 12:37:47 PM

86%
rgb-fomo-ad-fce
PERFORMANCE
LATENCY
1384 ms of 100 ms
Exceeds target by 1284 ms
RAM
714 kB of 4096 kB
ROM
125 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

160 |
160

IMAGE

RGB

VISUAL ANOMALY DETECTION - FOMO-AD
Gaussian Mixture Model (GMM) | mobilenet_v2_a35 | medium | 1.7

86% | 92% | 83% | 100%

2 9/15/2025, 12:37:36 PM

71%
grayscale-fomo-ad-598
PERFORMANCE
LATENCY
2864 ms of 100 ms
Exceeds target by 2764 ms
RAM
1516 kB of 4096 kB
ROM
126 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

224 |
224

IMAGE

Grayscale

VISUAL ANOMALY DETECTION - FOMO-AD
Gaussian Mixture Model (GMM) | mobilenet_v2_a35 | low | 1.5

71% | 83% | 67% | 100%

1 9/15/2025, 12:26:34 PM

57%
rgb-fomo-ad-098
PERFORMANCE
LATENCY
4543 ms of 100 ms
Exceeds target by 4443 ms
RAM
1891 kB of 4096 kB
ROM
412 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

160 |
160

IMAGE

RGB

VISUAL ANOMALY DETECTION - FOMO-AD
Patchcore | mobilenet_v2_a1 | 3 | 9 | 3 | 0.005 | 0.6

57% | 75% | 50% | 100%

0 9/15/2025, 12:19:34 PM

43%
rgb-fomo-ad-357
PERFORMANCE
LATENCY
1219 ms of 100 ms
Exceeds target by 1119 ms
RAM
597 kB of 4096 kB
ROM
167 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

128 |
128

IMAGE

RGB

VISUAL ANOMALY DETECTION - FOMO-AD
Patchcore | mobilenet_v2_a1 | 3 | 9 | 3 | 0.005 | 0.6

43% | 67% | 33% | 100%

0 9/15/2025, 12:19:19 PM

14%
rgb-fomo-ad-7b4
PERFORMANCE
LATENCY
2934 ms of 100 ms
Exceeds target by 2834 ms
RAM
1528 kB of 4096 kB
ROM
172 kB of 4096 kB
DSP NN Unused
IMAGE INPUT

224 |
224

IMAGE

RGB

VISUAL ANOMALY DETECTION - FOMO-AD
Gaussian Mixture Model (GMM) | mobilenet_v2_a35 | medium | 0.6

14% | 50% | - | 100%

2 9/15/2025, 12:37:34 PM

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