Edge Impulse Experts / icicle-monitor Public

Target: Arduino Portenta H7 (Cortex-M7 480MHz) Clone this project

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icicle-monitor

Object detection

environment hazard safety

About this project

Object detection project for warning about hazardous buildup of ice on roofs. Based on synthetic training images created in NVIDIA Omniverse.

Data (37,000 items)

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rgb_7308

ID: 871311726

rgb_5837

ID: 871310254

rgb_5101

ID: 871309522

000000457559

ID: 871277624

rgb_1155

ID: 871291216

rgb_2965

ID: 871319887

000000008844

ID: 871268636

rgb_7517

ID: 871326932

Model accuracy (Unoptimized (float32))

Validation set

87.9%

Test set

On-device performance (Arduino Portenta H7 (Cortex-M7 480MHz), Quantized (int8))

Latency

100 ms.

Peak RAM usage

185.8K

Flash usage

90.0K

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Dataset summary

Data collected

37,000 items

Labels

ice

Project info

Project ID	332581
License	Apache 2.0
No. of views	639,942
No. of clones	16