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_1283

ID: 871291341

rgb_0454

ID: 871292512

rgb_1446

ID: 871299273

rgb_8330

ID: 871327748

rgb_1556

ID: 871331497

rgb_1155

ID: 871298988

000000420916

ID: 871276931

rgb_0169

ID: 871298002

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	502,816
No. of clones	11