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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000000468632

ID: 871277863

000000419882

ID: 871276908

rgb_8454

ID: 871312869

rgb_6954

ID: 871326374

rgb_1615

ID: 871306033

rgb_3268

ID: 871320183

rgb_0940

ID: 871317856

rgb_3882

ID: 871308303

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	548,768
No. of clones	13