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.313eod6h.s11

ID: 99028192

Label: Clockwise

Sample length: 2s

Clockwise.313hu66q.s19

ID: 99027976

Label: Clockwise

Sample length: 2s

Drive.313efpih.s7

ID: 99028257

Label: Drive

Sample length: 2s

Clockwise.313gmp9r.s5

ID: 99028173

Label: Clockwise

Sample length: 2s

Drive.313lar0s.s13

ID: 99027787

Label: Drive

Sample length: 2s

Drive.313l1c76.s17

ID: 99027897

Label: Drive

Sample length: 2s

Drive.313lar0s.s3

ID: 99027795

Label: Drive

Sample length: 2s

Clockwise.313hf7jj.s17

ID: 99028050

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	35,262
No. of clones	53