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_8206

ID: 871312623

rgb_1195

ID: 871331014

rgb_2547

ID: 871306969

000000446117

ID: 871277389

rgb_3900

ID: 871308317

rgb_0767

ID: 871298602

rgb_0701

ID: 871298534

000000242678

ID: 871273409

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	511,221
No. of clones	11