Aurelien Lequertier / TinyMLPerf-ToyConveyor Public

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TinyMLPerf-ToyConveyor

Audio

About this project

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Data (2,200 samples)

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011672_ToyConveyor_case1_normal_IND_ch1_1672.24b4tb00

ID: 24895605

Label: normal

Sample length: 10s

010873_ToyConveyor_case1_normal_IND_ch1_0873.24b4s3gc

ID: 24896052

Label: normal

Sample length: 10s

010233_ToyConveyor_case1_normal_IND_ch1_0233.24b4r3ab

ID: 24896418

Label: normal

Sample length: 10s

010003_ToyConveyor_case1_ab06_IND_ch1_0003.24b52uhs

ID: 24895403

Label: anomaly

Sample length: 10s

011204_ToyConveyor_case1_normal_IND_ch1_1204.24b4skb3

ID: 24895860

Label: normal

Sample length: 10s

011651_ToyConveyor_case1_normal_IND_ch1_1651.24b4ta18

ID: 24895621

Label: normal

Sample length: 10s

010531_ToyConveyor_case1_normal_IND_ch1_0531.24b4rjov

ID: 24896230

Label: normal

Sample length: 10s

011109_ToyConveyor_case1_normal_IND_ch1_1109.24b4sftl

ID: 24895915

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

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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	336,513
No. of clones	3