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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011737_ToyConveyor_case1_normal_IND_ch1_1737.24b4te47

ID: 24895569

Label: normal

Sample length: 10s

010144_ToyConveyor_case1_normal_IND_ch1_0144.24b4qvbg

ID: 24896467

Label: normal

Sample length: 10s

011125_ToyConveyor_case1_normal_IND_ch1_1125.24b4sfjg

ID: 24895917

Label: normal

Sample length: 10s

010003_ToyConveyor_case1_ab25_IND_ch1_0003.24b5304c

ID: 24895386

Label: anomaly

Sample length: 10s

011644_ToyConveyor_case1_normal_IND_ch1_1644.24b4ta1e

ID: 24895622

Label: normal

Sample length: 10s

010274_ToyConveyor_case1_normal_IND_ch1_0274.24b4r5dd

ID: 24896388

Label: normal

Sample length: 10s

011053_ToyConveyor_case1_normal_IND_ch1_1053.24b4scl6

ID: 24895946

Label: normal

Sample length: 10s

011594_ToyConveyor_case1_normal_IND_ch1_1594.24b4t76k

ID: 24895650

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

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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	374,224
No. of clones	4