Muhammad Suzaki Zahran / Vehicle-Recognition Public

Target: Arduino Nano 33 BLE Sense (Cortex-M4F 64MHz) Clone this project

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Vehicle-Recognition

Audio

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Data (386 samples)

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truk_kiri.3ihpkovu

ID: 158480294

Label: truk

Sample length: 5s

truk_kiri.3ihotpvr.s4

ID: 158480310

Label: truk

Sample length: 1s

bus_kanan.3illgb6k

ID: 158480129

Label: bus

Sample length: 4s

truk_kiri.3iho8t8k

ID: 158480328

Label: truk

Sample length: 5s

motor_kanan.3ilfvjjr

ID: 158480170

Label: motor

Sample length: 5s

truk_kiri.3if88t98

ID: 158480344

Label: truk

Sample length: 5s

background.37q47sjb.ingestion-78857dfbd6-6tz4z

ID: 158480084

Label: background

Sample length: 5s

background.37861lf9.ingestion-7d8cc98bbc-flkmr

ID: 158480060

Label: background

Sample length: 5s

Model accuracy (Unoptimized (float32))

Validation set

96.5%

Test set

90.9%

On-device performance (Arduino Nano 33 BLE Sense (Cortex-M4F 64MHz), Quantized (int8))

Latency

828 ms.

Peak RAM usage

33.6K

Flash usage

50.0K

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Dataset summary

Data collected

30m 38s

Sensor

audio @ 16KHz

Labels

background, bus, motor, truk

Project info

Project ID	160266
Project version	2
License	Apache 2.0
No. of views	2,566
No. of clones	11