Edge Impulse Experts / Solar Edge AI Forest Watcher for Logging and Poaching Public
Target: Cortex-M4F 80MHz 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 #2

Cortex-M4F 80MHz

100 ms

128 kB

1024 kB

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Run #2 (Sep 20 2025, 11:17:36, finished) Run #1 (Sep 20 2025, 11:00:13, failed)
63%
spectr-conv2d-a4c
PERFORMANCE
LATENCY
1594 ms of 100 ms
Exceeds target by 1494 ms
RAM
182 kB of 128 kB
Exceeds target by 54 kB
ROM
440 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

SPECTROGRAM

0.075 | 0.075 | -52

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 63%

Type Filters Kernel Rate
conv2d 32 3 -
conv2d 64 3 -
conv2d 128 3 -
conv2d 256 3 -
dropout - - 0.25

1 9/20/2025, 12:02:45 PM

62%
spectr-conv2d-d32
PERFORMANCE
LATENCY
1105 ms of 100 ms
Exceeds target by 1005 ms
RAM
259 kB of 128 kB
Exceeds target by 131 kB
ROM
110 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

SPECTROGRAM

0.025 | 0.025 | -32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 62%

Type Filters Kernel Rate
conv2d 16 3 -
conv2d 32 3 -
conv2d 64 3 -
dropout - - 0.5

0 9/20/2025, 11:52:28 AM

60%
spectr-conv2d-ef7
PERFORMANCE
LATENCY
238 ms of 100 ms
Exceeds target by 138 ms
RAM
47 kB of 128 kB
ROM
61 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

SPECTROGRAM

0.075 | 0.075 | -52

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 60%

Type Filters Kernel Rate
conv2d 8 3 -
conv2d 16 3 -
conv2d 32 3 -
conv2d 64 3 -
dropout - - 0.25

2 9/20/2025, 12:11:18 PM

60%
spectr-conv2d-45f
PERFORMANCE
LATENCY
445 ms of 100 ms
Exceeds target by 345 ms
RAM
131 kB of 128 kB
Exceeds target by 3 kB
ROM
64 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

SPECTROGRAM

0.025 | 0.025 | -32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 60%

Type Filters Kernel Rate
conv2d 8 3 -
conv2d 16 3 -
conv2d 32 3 -
dropout - - 0.25

0 9/20/2025, 11:38:08 AM

57%
spectr-conv2d-427
PERFORMANCE
LATENCY
787 ms of 100 ms
Exceeds target by 687 ms
RAM
257 kB of 128 kB
Exceeds target by 129 kB
ROM
140 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

SPECTROGRAM

0.05 | 0.025 | -32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 57%

Type Filters Kernel Rate
conv2d 16 3 -
conv2d 32 3 -
dropout - - 0.25

2 9/20/2025, 12:13:09 PM

50%
spectr-conv2d-ba1
PERFORMANCE
LATENCY
613 ms of 100 ms
Exceeds target by 513 ms
RAM
131 kB of 128 kB
Exceeds target by 3 kB
ROM
64 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

SPECTROGRAM

0.025 | 0.025 | -32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 50%

Type Filters Kernel Rate
conv2d 8 3 -
conv2d 16 3 -
conv2d 32 3 -
dropout - - 0.5

1 9/20/2025, 12:01:44 PM

47%
spectr-conv2d-ef6
PERFORMANCE
LATENCY
800 ms of 100 ms
Exceeds target by 700 ms
RAM
258 kB of 128 kB
Exceeds target by 130 kB
ROM
140 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

SPECTROGRAM

0.025 | 0.025 | -32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 47%

Type Filters Kernel Rate
conv2d 16 3 -
conv2d 32 3 -
dropout - - 0.5

0 9/20/2025, 11:50:23 AM

45%
spectr-conv2d-348
PERFORMANCE
LATENCY
691 ms of 100 ms
Exceeds target by 591 ms
RAM
133 kB of 128 kB
Exceeds target by 5 kB
ROM
71 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

SPECTROGRAM

0.025 | 0.025 | -32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 45%

Type Filters Kernel Rate
conv2d 8 3 -
conv2d 16 3 -
conv2d 32 3 -
conv2d 64 3 -
dropout - - 0.5

0 9/20/2025, 11:32:11 AM

40%
spectr-conv2d-de7
PERFORMANCE
LATENCY
2187 ms of 100 ms
Exceeds target by 2087 ms
RAM
513 kB of 128 kB
Exceeds target by 385 kB
ROM
261 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

SPECTROGRAM

0.025 | 0.025 | -32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 40%

Type Filters Kernel Rate
conv2d 32 3 -
conv2d 64 3 -
dropout - - 0.5

1 9/20/2025, 12:03:13 PM

33%
spectr-conv2d-ea2
PERFORMANCE
LATENCY
1448 ms of 100 ms
Exceeds target by 1348 ms
RAM
263 kB of 128 kB
Exceeds target by 135 kB
ROM
160 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

SPECTROGRAM

0.025 | 0.025 | -72

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 33%

Type Filters Kernel Rate
conv2d 16 3 -
conv2d 32 3 -
conv2d 64 3 -
conv2d 128 3 -
dropout - - 0.5

0 9/20/2025, 11:47:25 AM

22%
spectr-conv1d-61a
PERFORMANCE
LATENCY
30 ms of 100 ms
RAM
30 kB of 128 kB
ROM
48 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

SPECTROGRAM

0.025 | 0.025 | -72

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 22%

Type Filters Kernel Rate
conv1d 16 3 -
conv1d 32 3 -
conv1d 64 3 -
dropout - - 0.25

0 9/20/2025, 11:28:27 AM

18%
spectr-conv2d-c04
PERFORMANCE
LATENCY
1443 ms of 100 ms
Exceeds target by 1343 ms
RAM
263 kB of 128 kB
Exceeds target by 135 kB
ROM
160 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

SPECTROGRAM

0.025 | 0.025 | -32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 18%

Type Filters Kernel Rate
Data augmentation
conv2d 16 3 -
conv2d 32 3 -
conv2d 64 3 -
conv2d 128 3 -
dropout - - 0.25

0 9/20/2025, 11:30:12 AM

17%
spectr-conv2d-511
PERFORMANCE
LATENCY
2133 ms of 100 ms
Exceeds target by 2033 ms
RAM
511 kB of 128 kB
Exceeds target by 383 kB
ROM
261 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

SPECTROGRAM

0.05 | 0.025 | -32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 17%

Type Filters Kernel Rate
conv2d 32 3 -
conv2d 64 3 -
dropout - - 0.25

3 9/20/2025, 12:24:15 PM

12%
spectr-conv2d-74d
PERFORMANCE
LATENCY
1443 ms of 100 ms
Exceeds target by 1343 ms
RAM
263 kB of 128 kB
Exceeds target by 135 kB
ROM
160 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

SPECTROGRAM

0.025 | 0.025 | -72

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 12%

Type Filters Kernel Rate
conv2d 16 3 -
conv2d 32 3 -
conv2d 64 3 -
conv2d 128 3 -
dropout - - 0.25

0 9/20/2025, 11:43:13 AM

0%
spectr-conv2d-019
PERFORMANCE
LATENCY
824 ms of 100 ms
Exceeds target by 724 ms
RAM
258 kB of 128 kB
Exceeds target by 130 kB
ROM
140 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

SPECTROGRAM

0.025 | 0.025 | -32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 0%

Type Filters Kernel Rate
Data augmentation
conv2d 16 3 -
conv2d 32 3 -
dropout - - 0.5

0 9/20/2025, 11:41:18 AM

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