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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010005_ToyConveyor_case1_ab42_IND_ch1_0005.24b53euf

ID: 24895248

Label: anomaly

Sample length: 10s

011504_ToyConveyor_case1_normal_IND_ch1_1504.24b4t337

ID: 24895694

Label: normal

Sample length: 10s

010684_ToyConveyor_case1_normal_IND_ch1_0684.24b4rrcp

ID: 24896144

Label: normal

Sample length: 10s

010974_ToyConveyor_case1_normal_IND_ch1_0974.24b4s849

ID: 24895995

Label: normal

Sample length: 10s

010003_ToyConveyor_case1_ab31_IND_ch1_0003.24b52vit

ID: 24895392

Label: anomaly

Sample length: 10s

010312_ToyConveyor_case1_normal_IND_ch1_0312.24b4r76o

ID: 24896371

Label: normal

Sample length: 10s

011274_ToyConveyor_case1_normal_IND_ch1_1274.24b4snm1

ID: 24895828

Label: normal

Sample length: 10s

010005_ToyConveyor_case1_ab92_IND_ch1_0005.24b53ina

ID: 24895211

Label: anomaly

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	205,792
No. of clones	3