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.313kkb3v.s10

ID: 99027936

Label: Drive

Sample length: 2s

Clockwise.313epcr8.s7

ID: 99028183

Label: Clockwise

Sample length: 2s

Clockwise.313hf7jj.s6

ID: 99028062

Label: Clockwise

Sample length: 2s

Drive.313m4s45.s15

ID: 99027759

Label: Drive

Sample length: 2s

Drive.313m4s45.s11

ID: 99027764

Label: Drive

Sample length: 2s

Clockwise.313hdeml.s2

ID: 99028081

Label: Clockwise

Sample length: 2s

Drive.313kqodi.s6

ID: 99027865

Label: Drive

Sample length: 2s

Noise.json.30cbsbk8.ingestion-775f48997f-qg86p.s2.json.30ej2m9k

ID: 99028266

Label: Noise

Sample length: 30s

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

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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	40,168
No. of clones	53