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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Clockwise.313hsut6.s11

ID: 99028002

Label: Clockwise

Sample length: 2s

Clockwise.313i5ca0.s1

ID: 99027966

Label: Clockwise

Sample length: 2s

Drive.313efpih.s12

ID: 99028251

Label: Drive

Sample length: 2s

Drive.313kqodi.s17

ID: 99027856

Label: Drive

Sample length: 2s

Clockwise.313hqnji.s13

ID: 99028033

Label: Clockwise

Sample length: 2s

Clockwise.313i5ca0.s13

ID: 99027962

Label: Clockwise

Sample length: 2s

Clockwise.313em1i2.s2

ID: 99028218

Label: Clockwise

Sample length: 2s

Clockwise.313hf7jj.s18

ID: 99028049

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

On any device

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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	22,755
No. of clones	52