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_5970

ID: 871310382

rgb_5024

ID: 871309444

rgb_0754

ID: 871300696

rgb_0769

ID: 871296599

rgb_8229

ID: 871327653

rgb_1904

ID: 871332309

000000386912

ID: 871276268

rgb_6237

ID: 871310654

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	606,104
No. of clones	15