Arnulfo Silva / TI-ML-Terrain-Recognition Public

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

Welcome to Edge Impulse, the largest community of edge AI developers!
This is a public Edge Impulse project, use the navigation bar to see all data and models in this project; or clone to retrain or deploy to any edge device.

TI-ML-Terrain-Recognition

About this project

This public Edge Impulse project does not have a README yet. Clone this project to add new data or retrain this project, or to deploy this project to a device.

Data (186 samples)

View all

Wood.json.2vangsqd.ingestion-6d949d94fb-npt5b.json.2vbkn7o4

ID: 99028413

Label: Wood

Sample length: 5s

Foam.json.2v6dc4bf.ingestion-7558d88f45-lsf97.json.2vbkn6hp

ID: 99028455

Label: Foam

Sample length: 5s

Wood.json.2vao4p0s.ingestion-6d949d94fb-4l4wk.json.2vbkn87t

ID: 99028384

Label: Wood

Sample length: 5s

Brick.json.2varlenc.ingestion-6d949d94fb-npt5b.json.2vbkn5f5

ID: 99028513

Label: Brick

Sample length: 10s

Brick.json.2varr5c5.ingestion-6d949d94fb-npt5b.json.2vbkn5fu

ID: 99028510

Label: Brick

Sample length: 10s

Foam.json.2v6de4pl.ingestion-7558d88f45-lsf97.json.2vbkn6ht

ID: 99028460

Label: Foam

Sample length: 5s

Carpet.json.2v68aluk.ingestion-7558d88f45-sch4b.json.2vbkn5qi

ID: 99028491

Label: Carpet

Sample length: 3s

Turf.json.2v695m2o.ingestion-7558d88f45-sch4b.json.2vbkn7mu

ID: 99028419

Label: Turf

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

Clone project

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	9,079
No. of clones	0