Edge Impulse Experts / Mini-figurine Cataloger Fall Detection Public

Mini-figurine Cataloger Fall Detection

Audio

About this project

Automatic platform and slider movements to capture 360° figurine images. Scheduled listing tracking and feature-rich web interface on UNO Q.

This audio classification neural network model is trained on audio samples of metal gearmotor turning and mini-figurines falling on the rotary platform to detect figurine falls in order to suspend the cataloging process to let the user reposition the figurine and resume the process without producing unsolicited figurine photographs.

  • background_noise
  • model_fall

After training and validating, I deployed my audio classification model. Since I developed this project on the Arduino UNO Q, I was able to employ the official pipeline to directly import my model into the Arduino App Lab by linking my Arduino account to this Edge Impulse project.

The project GitHub repository provides:

  • Code files
  • The mini-figurine cataloger App Lab application's ZIP folder
  • 3D component design files (STL)
  • Edge Impulse audio classification model (EIM binary for UNO Q)
  • Hermes AI agent skill files (markdown)

model_design_2.png

model_design_5.1.png

model_design_11_platform.png

assembly_38_rig_components.jpg

assembly_40_rig_components.jpg

assembly_45_worm_gear.jpg

assembly_74_slider_belt_position_calibration_w_band.jpg

assembly_75_slider_belt_position_calibration_test.jpg

rig_working_8_magnet_markers.jpg

web_interface_work_8_led.png

rig_working_9_led_strip.jpg

rig_working_13_led_strip.jpg

rig_working_15_dark_mode.jpg

rig_working_22_activated_platform_pos.jpg

rig_working_23_activated_continue_capture.jpg

rig_working_26_activated_continue_capture.jpg

rig_working_29_activated_fall_detection.jpg

web_interface_work_10_item_created.png

spider-man_funko_camera_2_platform_4.jpg

web_interface_work_15_hermes_manual.png

web_interface_work_16_hermes_listings.png

web_interface_work_17_hermes_listings.png

web_interface_work_18.1_hermes_listings.png

web_interface_work_20_hermes_listings.png

web_interface_work_21_hermes_listings.png

web_interface_work_22_hermes_listings.png

rig_working_33_next_figurine.jpg

web_interface_work_30.0_hermes_agent.png

web_interface_work_30_hermes_agent.png

web_interface_work_31_hermes_agent.png

web_interface_work_33.1_hermes_agent.png

background_noise.6prlbtaf
background_noise.6prle0nk
model_fall.6prm5rrc
background_noise.6prlf5he
model_fall.6prm68hs
model_fall.6prm3h5n
background_noise.6prld7ms
model_fall.6prm513o

Run this model

On any device

Dataset summary

Data collected
2m 16s
Sensor
audio @ 16KHz
Labels
background_noise, model_fall

Project info

Project ID 1015905
License 3-Clause BSD
No. of views 35
No. of clones 0