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.313l88dj.s5

ID: 99027812

Label: Drive

Sample length: 2s

Noise.json.30cbsbk8.ingestion-775f48997f-qg86p.s1.json.30ej2m9j

ID: 99028272

Label: Noise

Sample length: 30s

Drive.313km47c.s8

ID: 99027923

Label: Drive

Sample length: 2s

Clockwise.313i5ca0.s9

ID: 99027959

Label: Clockwise

Sample length: 2s

Clockwise.313h9v0j.s33

ID: 99028104

Label: Clockwise

Sample length: 2s

Clockwise.313h4ejf.s7

ID: 99028089

Label: Clockwise

Sample length: 2s

Clockwise.313hsut6.s13

ID: 99028000

Label: Clockwise

Sample length: 2s

Clockwise.313h4ejf.s4

ID: 99028094

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	29,923
No. of clones	53