MJRoBot (Marcelo Rovai) / CommonSense-Sensor-Fusion-Preprocessed-data-v2 Public

Target: Sony Spresense (Cortex-M4F 156MHz) Clone this project

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CommonSense-Sensor-Fusion-Preprocessed-data-v2

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Data (269 samples)

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scaled_train_df.s228

ID: 479270246

Label: serv

Sample length: 1m 50s

scaled_train_df.s87

ID: 479270564

Label: bath

Sample length: 1m 50s

scaled_train_df.s144

ID: 479270404

Label: lab

Sample length: 1m 50s

scaled_train_df.s75

ID: 479270577

Label: bath

Sample length: 1m 50s

scaled_train_df.s9

ID: 479270683

Label: kit

Sample length: 1m 50s

scaled_train_df.s195

ID: 479270288

Label: serv

Sample length: 1m 50s

scaled_train_df.s156

ID: 479270362

Label: lab

Sample length: 1m 50s

scaled_train_df.s198

ID: 479270285

Label: serv

Sample length: 1m 50s

Model accuracy (Unoptimized (float32))

Validation set

99.5%

Test set

88.6%

On-device performance (Sony Spresense (Cortex-M4F 156MHz), Quantized (int8))

Latency

1 ms.

Peak RAM usage

1.4K

Flash usage

15.1K

Run this model

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Dataset summary

Data collected

8h 12m 0s

Sensors

pres, temp, humi, voc, red, green, blue, ir @ 0.1Hz

Labels

bath, kit, lab, serv

Project info

Project ID	281425
Project version	2
License	Apache 2.0
No. of views	23,371
No. of clones	3