Aurelien Lequertier / TinyMLPerf-ToyConveyor Public

Target: Cortex-M4F 80MHz Clone this project

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TinyMLPerf-ToyConveyor

Audio

About this project

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Data (2,200 samples)

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010063_ToyConveyor_case1_normal_IND_ch1_0063.24b4qrne

ID: 24896501

Label: normal

Sample length: 10s

010859_ToyConveyor_case1_normal_IND_ch1_0859.24b4s30o

ID: 24896057

Label: normal

Sample length: 10s

010001_ToyConveyor_case1_ab47_IND_ch1_0001.24b52ik1

ID: 24895507

Label: anomaly

Sample length: 10s

011696_ToyConveyor_case1_normal_IND_ch1_1696.24b4tckv

ID: 24895592

Label: normal

Sample length: 10s

010233_ToyConveyor_case1_normal_IND_ch1_0233.24b4r3ab

ID: 24896418

Label: normal

Sample length: 10s

010005_ToyConveyor_case1_ab72_IND_ch1_0005.24b53gsk

ID: 24895229

Label: anomaly

Sample length: 10s

010054_ToyConveyor_case1_normal_IND_ch1_0054.24b4qscl

ID: 24896496

Label: normal

Sample length: 10s

010983_ToyConveyor_case1_normal_IND_ch1_0983.24b4s8u5

ID: 24895987

Label: normal

Sample length: 10s

Model accuracy (Unoptimized (float32))

Validation set

95.2%

Test set

96.0%

On-device performance (Cortex-M4F 80MHz, Quantized (int8))

Latency

519 ms.

Peak RAM usage

63.3K

Flash usage

37.4K

Run this model

On any device

Clone project

Dataset summary

Data collected

6h 6m 40s

Sensor

audio @ 16KHz

Labels

anomaly, normal

Project info

Project ID	29594
Project version	1
License	BSD 3-Clause Clear
No. of views	215,984
No. of clones	3