Featured image of post Intelligent Sanitation Robot with Deep Learning

Intelligent Sanitation Robot with Deep Learning

A robotics project combining YOLOv7 perception with embedded hardware control.

Background

  • Time: Jul 2025
  • Context: Main practical assignment in the NUS SoC Summer Workshop Program.

GitHub Repository

Highlights

  • Applied transfer learning on YOLOv7 and designed a parallel multi-object detection pipeline for trash (paper and bottles), cigarettes, violent behavior, and human falls.
  • Built a crane-style robotic structure on a robot car with servo-controlled grabbing arms and a launching mechanism.
  • Integrated perception and control with Arduino and Raspberry Pi for end-to-end execution on real hardware.

Poster

poster

Tech Stack

  • Python
  • YOLOv7
  • Arduino
  • Raspberry Pi
  • Robotics
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