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_1709

ID: 871306124

rgb_0194

ID: 871292253

rgb_1826

ID: 871299652

rgb_3730

ID: 871321113

rgb_7972

ID: 871312391

rgb_4615

ID: 871322929

rgb_5087

ID: 871309506

rgb_5143

ID: 871309562

Model accuracy (Unoptimized (float32))

Validation set

87.9%

Test set

82.3%

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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On any device

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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	445,395
No. of clones	8