Edge Impulse Experts / AI-driven Ancillary Lab Assistant w/ UNO Q Public

AI-driven Ancillary Lab Assistant w/ UNO Q

Object detection

About this project

Based on Arduino UNO Q, this lab assistant is able to show real-time sensor readings, identify users by fingerprint, recognize lab equipment via object detection, generate AI lessons via Gemini, and talk through its full-fledged web dashboard.

This FOMO (Faster Objects, More Objects) object detection model is trained on various lab equipment images to enable the lab assistant to identify lab equipment for generating AI lessons about them via Google Gemini based on the provided lesson questions.

While labeling the lab equipment image samples, I simply applied the name of the target lab equipment:

  • skeleton_model
  • microscope
  • alcohol_burner
  • bunsen_burner
  • dynamometer

After training and validating, I deployed my FOMO 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 Edge Impulse Studio.

The project GitHub repository provides:

  • Code files
  • The lab assistant App Lab application's ZIP folder
  • PCB design files (Gerber)
  • 3D part design files (STL)
  • Edge Impulse FOMO object detection model (EIM binary for UNO Q)

model_design_24_overall.png

assembly_50_sensor_ladder.jpg

pcb_connect_test_6.jpg

final_showcase_with_equ_1.jpg

analog_run_2_manual_sensor.jpg

web_dashboard_work_2_sensor.png

web_dashboard_work_4_sensor.png

analog_exp_9_weight.jpg

web_dashboard_work_37_sensor_show_exps.png

web_dashboard_work_gnss_found_full_signal_2.png

web_dashboard_work_44_gemini_lesson.png

analog_account_register_5.jpg

analog_lesson_3_prepare.jpg

analog_lesson_4_prepare.jpg

web_dashboard_work_54_gemini_lesson.png

web_dashboard_work_56_gemini_lesson.png

web_dashboard_work_60_gemini_lesson.png

web_dashboard_work_76_gemini_lesson_custom_question.png

dynamometer_20260401_111013
microscope_20260401_110734
skeleton_model_20260401_110653
dynamometer_20260401_111017
bunsen_burner_20260401_110503
bunsen_burner_20260401_110532
dynamometer_20260401_111003
bunsen_burner_20260401_110524

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Dataset summary

Data collected
150 items
Labels
alcohol_burner, bunsen_burner, dynamometer, microscope, skeleton_model

Project info

Project ID 947877
License 3-Clause BSD
No. of views 124
No. of clones 0