Arnulfo Silva / TI-ML-Terrain-Recognition Public

Target: TI LAUNCHXL-CC1352P (Cortex-M4F 48MHz) Clone this project

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TI-ML-Terrain-Recognition

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Data (186 samples)

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Wood.json.2vanjs9j.ingestion-6d949d94fb-4l4wk.json.2vbkn86l

ID: 99028386

Label: Wood

Sample length: 5s

Foam.json.2v6djde3.ingestion-7558d88f45-sch4b.json.2vbkn6ng

ID: 99028450

Label: Foam

Sample length: 5s

Foam.json.2v6dl44k.ingestion-7558d88f45-k9jh8.json.2vbkn6s1

ID: 99028447

Label: Foam

Sample length: 5s

Carpet.json.2v67oi9r.ingestion-7558d88f45-lsf97.json.2vbkn5ga

ID: 99028506

Label: Carpet

Sample length: 3s

Turf.json.2v6an23j.ingestion-7558d88f45-sch4b.json.2vbkn759

ID: 99028436

Label: Turf

Sample length: 5s

Foam.json.2v6dkobp.ingestion-7558d88f45-k9jh8.json.2vbkn6o7

ID: 99028449

Label: Foam

Sample length: 5s

Turf.json.2v698thv.ingestion-7558d88f45-sch4b.json.2vbkn7ne

ID: 99028409

Label: Turf

Sample length: 5s

Carpet.json.2v683f97.ingestion-7558d88f45-lsf97.json.2vbkn5ve

ID: 99028487

Label: Carpet

Sample length: 3s

Model accuracy (Unoptimized (float32))

Validation set

96.5%

Test set

88.9%

On-device performance (TI LAUNCHXL-CC1352P (Cortex-M4F 48MHz), Unoptimized (float32))

Latency

9 ms.

Peak RAM usage

3.6K

Flash usage

23.4K

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On any device

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Dataset summary

Data collected

15m 0s

Sensors

x, y, z @ 50Hz

Labels

Brick, Carpet, Foam, Turf, Wood

Project info

Project ID	50843
Project version	9
License	No license attached
No. of views	7,670
No. of clones	0