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_ab60_IND_ch1_0005.24b53gd2

ID: 24895236

Label: anomaly

Sample length: 10s

010001_ToyConveyor_case1_ab06_IND_ch1_0001.24b52g0c

ID: 24895526

Label: anomaly

Sample length: 10s

010037_ToyConveyor_case1_normal_IND_ch1_0037.24b4qrkg

ID: 24896513

Label: normal

Sample length: 10s

011600_ToyConveyor_case1_normal_IND_ch1_1600.24b4t7nf

ID: 24895646

Label: normal

Sample length: 10s

010004_ToyConveyor_case1_ab54_IND_ch1_0004.24b5390s

ID: 24895305

Label: anomaly

Sample length: 10s

011767_ToyConveyor_case1_normal_IND_ch1_1767.24b4tffh

ID: 24895564

Label: normal

Sample length: 10s

011011_ToyConveyor_case1_normal_IND_ch1_1011.24b4sakt

ID: 24895975

Label: normal

Sample length: 10s

011284_ToyConveyor_case1_normal_IND_ch1_1284.24b4so8a

ID: 24895817

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	253,495
No. of clones	3