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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010129_ToyConveyor_case1_normal_IND_ch1_0129.24b4qvoq

ID: 24896454

Label: normal

Sample length: 10s

011612_ToyConveyor_case1_normal_IND_ch1_1612.24b4t7qo

ID: 24895640

Label: normal

Sample length: 10s

010198_ToyConveyor_case1_normal_IND_ch1_0198.24b4r1qv

ID: 24896436

Label: normal

Sample length: 10s

011238_ToyConveyor_case1_normal_IND_ch1_1238.24b4sltv

ID: 24895840

Label: normal

Sample length: 10s

010004_ToyConveyor_case1_ab95_IND_ch1_0004.24b53bt4

ID: 24895274

Label: anomaly

Sample length: 10s

010116_ToyConveyor_case1_normal_IND_ch1_0116.24b4qvfv

ID: 24896462

Label: normal

Sample length: 10s

010001_ToyConveyor_case1_ab87_IND_ch1_0001.24b52lvt

ID: 24895481

Label: anomaly

Sample length: 10s

010001_ToyConveyor_case1_ab06_IND_ch1_0001.24b52g0c

ID: 24895526

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	252,503
No. of clones	3