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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000000175438

ID: 871271983

rgb_4693

ID: 871309121

rgb_8506

ID: 871312922

rgb_7288

ID: 871311702

rgb_6599

ID: 871326018

rgb_2595

ID: 871307009

rgb_4783

ID: 871323283

rgb_1860

ID: 871299691

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	615,785
No. of clones	15