AINS graduate course

AINS6400 · Robot Perception & Spatial AI

Specialization pilot · 2026–27

Description

Sensing, state estimation, and spatial representations for mobile robots and manipulators in education lab settings.

Course shells on the Castalia LMS are provisioned per license; this link opens the LMS to explore the guest demo or landing experience.

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Syllabus outline

  1. Modules 1–2 · Sensing

    • Camera/LiDAR models
    • Noise and calibration
    • Sensor fusion intro
  2. Modules 3–4 · Perception

    • Detection/segmentation for robotics
    • Depth and mapping
    • Tracking
  3. Modules 5–6 · Labs

    • Simulators
    • Hardware safety
    • Mini-projects