Arnulfo Silva / TI-ML-Audio-Classification Public

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

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TI-ML-Audio-Classification

Audio

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Data (626 samples)

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Drive.313efpih.s3

ID: 99028259

Label: Drive

Sample length: 2s

Noise.json.30cbq58p.ingestion-775f48997f-cwcd8.s2.json.30ej298u

ID: 99027754

Label: Noise

Sample length: 30s

Clockwise.313em1i2.s8

ID: 99028214

Label: Clockwise

Sample length: 2s

Drive.313l1c76.s4

ID: 99027909

Label: Drive

Sample length: 2s

Drive.313l1c76.s8

ID: 99027910

Label: Drive

Sample length: 2s

Clockwise.313h9v0j.s12

ID: 99028123

Label: Clockwise

Sample length: 2s

Clockwise.313gvpg7.s15

ID: 99028152

Label: Clockwise

Sample length: 2s

Clockwise.313gvpg7.s5

ID: 99028162

Label: Clockwise

Sample length: 2s

Model accuracy (Unoptimized (float32))

Validation set

98.3%

Test set

99.3%

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

Latency

566 ms.

Peak RAM usage

20.1K

Flash usage

38.8K

Run this model

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Dataset summary

Data collected

26m 35s

Sensor

audio @ 1000Hz

Labels

Clockwise, Drive, Noise

Project info

Project ID	78815
Project version	18
License	No license attached
No. of views	28,078
No. of clones	52