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_2949

ID: 871319866

000000140420

ID: 871271268

rgb_4161

ID: 871321982

rgb_2128

ID: 871319046

rgb_0080

ID: 871329897

rgb_0759

ID: 871302809

rgb_1099

ID: 871293156

000000401250

ID: 871276516

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	650,071
No. of clones	20