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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011362_ToyConveyor_case1_normal_IND_ch1_1362.24b4srpp

ID: 24895776

Label: normal

Sample length: 10s

010318_ToyConveyor_case1_normal_IND_ch1_0318.24b4r7ri

ID: 24896365

Label: normal

Sample length: 10s

010284_ToyConveyor_case1_normal_IND_ch1_0284.24b4r644

ID: 24896386

Label: normal

Sample length: 10s

010263_ToyConveyor_case1_normal_IND_ch1_0263.24b4r51f

ID: 24896397

Label: normal

Sample length: 10s

010003_ToyConveyor_case1_ab79_IND_ch1_0003.24b533ib

ID: 24895359

Label: anomaly

Sample length: 10s

011045_ToyConveyor_case1_normal_IND_ch1_1045.24b4scht

ID: 24895957

Label: normal

Sample length: 10s

011380_ToyConveyor_case1_normal_IND_ch1_1380.24b4ssst

ID: 24895768

Label: normal

Sample length: 10s

010003_ToyConveyor_case1_ab90_IND_ch1_0003.24b5345m

ID: 24895351

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	255,059
No. of clones	3