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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010499_ToyConveyor_case1_normal_IND_ch1_0499.24b4rhv8

ID: 24896246

Label: normal

Sample length: 10s

010037_ToyConveyor_case1_normal_IND_ch1_0037.24b4qrkg

ID: 24896513

Label: normal

Sample length: 10s

010027_ToyConveyor_case1_normal_IND_ch1_0027.24b4qp9u

ID: 24896526

Label: normal

Sample length: 10s

011654_ToyConveyor_case1_normal_IND_ch1_1654.24b4ta5c

ID: 24895618

Label: normal

Sample length: 10s

011379_ToyConveyor_case1_normal_IND_ch1_1379.24b4ssve

ID: 24895766

Label: normal

Sample length: 10s

011147_ToyConveyor_case1_normal_IND_ch1_1147.24b4sgvv

ID: 24895896

Label: normal

Sample length: 10s

010005_ToyConveyor_case1_ab45_IND_ch1_0005.24b53fdb

ID: 24895242

Label: anomaly

Sample length: 10s

010440_ToyConveyor_case1_normal_IND_ch1_0440.24b4reuq

ID: 24896281

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	246,148
No. of clones	3