ei-ready-device-testing / cars-in-parking-garage 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

Qualcomm Dragonwing RB3 Gen 2 Development Kit

100 ms

8388608 kB

134217728 kB

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F1-score

Precision

Recall

59%
rgb-organization-6493-fc7
PERFORMANCE
LATENCY
5 ms of 100 ms
RAM
NaN kB of 8388608 kB
ROM
18298 kB of 134217728 kB
DSP NN Unused
IMAGE INPUT

320 |
320

IMAGE

RGB

ORGANIZATION BLOCK 6493
Parameter Value
epochs 60
sizing medium
batch-size 16
learning-rate 0.001
freeze-backbone false
architecture-type no_attn_relu
spatial-augmentation low
use-pretrained-weights true
color-space-augmentation low
early-stopping-start-epoch 10

1 10/9/2025, 3:22:30 PM

59%
rgb-organization-6493-fb5
PERFORMANCE
LATENCY
21 ms of 100 ms
RAM
NaN kB of 8388608 kB
ROM
18316 kB of 134217728 kB
DSP NN Unused
IMAGE INPUT

640 |
640

IMAGE

RGB

ORGANIZATION BLOCK 6493
Parameter Value
epochs 60
sizing medium
batch-size 16
learning-rate 0.001
freeze-backbone false
architecture-type no_attn_relu
spatial-augmentation low
use-pretrained-weights true
color-space-augmentation low
early-stopping-start-epoch 10

0 10/9/2025, 2:55:23 PM

59%
rgb-organization-6493-c75
PERFORMANCE
LATENCY
3 ms of 100 ms
RAM
NaN kB of 8388608 kB
ROM
7573 kB of 134217728 kB
DSP NN Unused
IMAGE INPUT

320 |
320

IMAGE

RGB

ORGANIZATION BLOCK 6493
Parameter Value
epochs 60
sizing small
batch-size 16
learning-rate 0.001
freeze-backbone false
architecture-type no_attn_relu
spatial-augmentation low
use-pretrained-weights true
color-space-augmentation low
early-stopping-start-epoch 10

0 10/9/2025, 2:38:26 PM

56%
rgb-organization-6493-744
PERFORMANCE
LATENCY
8 ms of 100 ms
RAM
NaN kB of 8388608 kB
ROM
7591 kB of 134217728 kB
DSP NN Unused
IMAGE INPUT

640 |
640

IMAGE

RGB

ORGANIZATION BLOCK 6493
Parameter Value
epochs 60
sizing small
batch-size 16
learning-rate 0.001
freeze-backbone false
architecture-type no_attn_relu
spatial-augmentation low
use-pretrained-weights true
color-space-augmentation low
early-stopping-start-epoch 10

0 10/9/2025, 2:27:08 PM

41%
rgb-organization-6493-6f0
PERFORMANCE
LATENCY
2 ms of 100 ms
RAM
NaN kB of 8388608 kB
ROM
2566 kB of 134217728 kB
DSP NN Unused
IMAGE INPUT

320 |
320

IMAGE

RGB

ORGANIZATION BLOCK 6493
Parameter Value
epochs 60
sizing nano
batch-size 16
learning-rate 0.001
freeze-backbone false
architecture-type no_attn_relu
spatial-augmentation low
use-pretrained-weights true
color-space-augmentation low
early-stopping-start-epoch 10

0 10/9/2025, 2:17:28 PM

22%
rgb-organization-6493-3a1
PERFORMANCE
LATENCY
5 ms of 100 ms
RAM
NaN kB of 8388608 kB
ROM
2584 kB of 134217728 kB
DSP NN Unused
IMAGE INPUT

640 |
640

IMAGE

RGB

ORGANIZATION BLOCK 6493
Parameter Value
epochs 60
sizing nano
batch-size 16
learning-rate 0.001
freeze-backbone false
architecture-type no_attn_relu
spatial-augmentation low
use-pretrained-weights true
color-space-augmentation low
early-stopping-start-epoch 10

0 10/9/2025, 2:19:05 PM