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_0119

ID: 871302152

rgb_1111

ID: 871296939

rgb_0434

ID: 871296268

rgb_9761

ID: 871315074

rgb_2792

ID: 871319711

rgb_5643

ID: 871310061

rgb_0584

ID: 871300483

000000149406

ID: 871271387

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	641,391
No. of clones	16