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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010089_ToyConveyor_case1_normal_IND_ch1_0089.24b4qtcr

ID: 24896487

Label: normal

Sample length: 10s

010559_ToyConveyor_case1_normal_IND_ch1_0559.24b4rktt

ID: 24896212

Label: normal

Sample length: 10s

010004_ToyConveyor_case1_ab61_IND_ch1_0004.24b5399o

ID: 24895304

Label: anomaly

Sample length: 10s

011014_ToyConveyor_case1_normal_IND_ch1_1014.24b4sank

ID: 24895974

Label: normal

Sample length: 10s

011375_ToyConveyor_case1_normal_IND_ch1_1375.24b4ssvs

ID: 24895767

Label: normal

Sample length: 10s

011008_ToyConveyor_case1_normal_IND_ch1_1008.24b4sank

ID: 24895966

Label: normal

Sample length: 10s

011511_ToyConveyor_case1_normal_IND_ch1_1511.24b4t3sf

ID: 24895689

Label: normal

Sample length: 10s

011086_ToyConveyor_case1_normal_IND_ch1_1086.24b4se2q

ID: 24895930

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	255,230
No. of clones	3