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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010888_ToyConveyor_case1_normal_IND_ch1_0888.24b4s578

ID: 24896032

Label: normal

Sample length: 10s

010934_ToyConveyor_case1_normal_IND_ch1_0934.24b4s6ud

ID: 24896011

Label: normal

Sample length: 10s

010381_ToyConveyor_case1_normal_IND_ch1_0381.24b4rc63

ID: 24896314

Label: normal

Sample length: 10s

010582_ToyConveyor_case1_normal_IND_ch1_0582.24b4rnlb

ID: 24896185

Label: normal

Sample length: 10s

011710_ToyConveyor_case1_normal_IND_ch1_1710.24b4tcrm

ID: 24895587

Label: normal

Sample length: 10s

010998_ToyConveyor_case1_normal_IND_ch1_0998.24b4s9pu

ID: 24895982

Label: normal

Sample length: 10s

010498_ToyConveyor_case1_normal_IND_ch1_0498.24b4rhsv

ID: 24896247

Label: normal

Sample length: 10s

011149_ToyConveyor_case1_normal_IND_ch1_1149.24b4sh0b

ID: 24895900

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	369,029
No. of clones	4