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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Foam.json.2v6dmpe1.ingestion-7558d88f45-k9jh8.json.2vbkn73s

ID: 99028446

Label: Foam

Sample length: 5s

Brick.json.2varkvdb.ingestion-6d949d94fb-npt5b.json.2vbkn5de

ID: 99028514

Label: Brick

Sample length: 10s

Carpet.json.2v682ai5.ingestion-7558d88f45-sch4b.json.2vbkn5v1

ID: 99028479

Label: Carpet

Sample length: 3s

Foam.json.2v6dcqm1.ingestion-7558d88f45-sch4b.json.2vbkn6hs

ID: 99028463

Label: Foam

Sample length: 5s

Turf.json.2v6b0j99.ingestion-7558d88f45-lsf97.json.2vbkn774

ID: 99028428

Label: Turf

Sample length: 5s

Carpet.json.2v685e02.ingestion-7558d88f45-sch4b.json.2vbkn6de

ID: 99028473

Label: Carpet

Sample length: 3s

Wood.json.2vanr3ij.ingestion-6d949d94fb-4l4wk.json.2vbkn87o

ID: 99028399

Label: Wood

Sample length: 5s

Foam.json.2v6dcff5.ingestion-7558d88f45-k9jh8.json.2vbkn6hr

ID: 99028461

Label: Foam

Sample length: 5s

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

Run this model

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	5,494
No. of clones	0