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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010004_ToyConveyor_case1_ab43_IND_ch1_0004.24b537ja

ID: 24895319

Label: anomaly

Sample length: 10s

011148_ToyConveyor_case1_normal_IND_ch1_1148.24b4sh06

ID: 24895902

Label: normal

Sample length: 10s

011739_ToyConveyor_case1_normal_IND_ch1_1739.24b4tefa

ID: 24895572

Label: normal

Sample length: 10s

011234_ToyConveyor_case1_normal_IND_ch1_1234.24b4slqg

ID: 24895847

Label: normal

Sample length: 10s

011121_ToyConveyor_case1_normal_IND_ch1_1121.24b4sg12

ID: 24895910

Label: normal

Sample length: 10s

010813_ToyConveyor_case1_normal_IND_ch1_0813.24b4s0i7

ID: 24896084

Label: normal

Sample length: 10s

010883_ToyConveyor_case1_normal_IND_ch1_0883.24b4s4qp

ID: 24896034

Label: normal

Sample length: 10s

010901_ToyConveyor_case1_normal_IND_ch1_0901.24b4s5mt

ID: 24896024

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	232,414
No. of clones	3