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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010804_ToyConveyor_case1_normal_IND_ch1_0804.24b4s057

ID: 24896093

Label: normal

Sample length: 10s

011707_ToyConveyor_case1_normal_IND_ch1_1707.24b4tfm5

ID: 24895554

Label: normal

Sample length: 10s

011299_ToyConveyor_case1_normal_IND_ch1_1299.24b4so7c

ID: 24895819

Label: normal

Sample length: 10s

011333_ToyConveyor_case1_normal_IND_ch1_1333.24b4sr2t

ID: 24895787

Label: normal

Sample length: 10s

011695_ToyConveyor_case1_normal_IND_ch1_1695.24b4tcid

ID: 24895589

Label: normal

Sample length: 10s

010708_ToyConveyor_case1_normal_IND_ch1_0708.24b4rs1o

ID: 24896133

Label: normal

Sample length: 10s

010003_ToyConveyor_case1_ab94_IND_ch1_0003.24b53592

ID: 24895341

Label: anomaly

Sample length: 10s

011481_ToyConveyor_case1_normal_IND_ch1_1481.24b4t1t6

ID: 24895712

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	326,389
No. of clones	3