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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010001_ToyConveyor_case1_ab98_IND_ch1_0001.24b52n0l

ID: 24895475

Label: anomaly

Sample length: 10s

010201_ToyConveyor_case1_normal_IND_ch1_0201.24b4r31r

ID: 24896425

Label: normal

Sample length: 10s

011624_ToyConveyor_case1_normal_IND_ch1_1624.24b4t8h4

ID: 24895630

Label: normal

Sample length: 10s

010368_ToyConveyor_case1_normal_IND_ch1_0368.24b4rb6o

ID: 24896327

Label: normal

Sample length: 10s

010108_ToyConveyor_case1_normal_IND_ch1_0108.24b4qu62

ID: 24896474

Label: normal

Sample length: 10s

011377_ToyConveyor_case1_normal_IND_ch1_1377.24b4st06

ID: 24895769

Label: normal

Sample length: 10s

010457_ToyConveyor_case1_normal_IND_ch1_0457.24b4rfhi

ID: 24896277

Label: normal

Sample length: 10s

010792_ToyConveyor_case1_normal_IND_ch1_0792.24b4rvi3

ID: 24896097

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	263,543
No. of clones	3