Advanced Robotics
35 MIN READ
Module 04: Localization — The Art of Not Getting Lost
From GPS to centimeter accuracy: How autonomous vehicles know their exact position. Covers GNSS, IMU, wheel odometry, scan matching, and Factor Graphs.
Tag: robotics
All the articles with the tag "robotics".
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- Advanced Robotics40 MIN READ
Module 05: Mapping — The Memory of the Road
How autonomous vehicles remember the world. Covers HD maps, lane graphs, offline vs. online mapping, MapTR, and the map-heavy vs. map-light debate.
- Advanced Robotics65 MIN READ
Module 06: Perception — Seeing the World
From pixels to 4D realities: How AVs understand their environment. Deep dive into BEV Transformers, Panoptic Occupancy, Scene Flow, and Foundation Models for open-world perception.
- Advanced Robotics60 MIN READ
Module 07: The Fortune Teller — The Evolution of Prediction
The hardest problem in AV: predicting human irrationality. From physics-based Kalman Filters to Joint Autoregressive Distributions, Generative Motion Diffusion, and World State Propagations.
- Advanced Robotics45 MIN READ
Module 08: The Chess Master — The Art of Planning
From perception to action: How autonomous vehicles make decisions. Covers cost functions, game-theoretic planning, MPC, and the "End-to-End" debate.
- Advanced Robotics30 MIN READ
Module 03: The Bedrock (Calibration & Transforms)
If you don't know where your eyes are relative to your feet, you trip. Covers intrinsics, extrinsics, SE(3) transforms, online vs. offline calibration, and time synchronization.