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_2364

ID: 871306781

rgb_1853

ID: 871293913

000000053529

ID: 871269548

rgb_1656

ID: 871293717

rgb_1325

ID: 871318241

rgb_0697

ID: 871330517

000000154718

ID: 871271508

rgb_2227

ID: 871319142

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	526,065
No. of clones	13