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Gopi Krishna Tummala

Tag: autonomous-vehicles

All the articles with the tag "autonomous-vehicles".

  • Advanced Robotics
    40 MIN READ

    Diffusion for Action: Trajectories and Policy

    How diffusion models predict action sequences instead of pixels. Covers Diffusion Policy, world models for robotics, and connecting diffusion to reinforcement learning for autonomous systems.

  • Advanced Robotics
    40 MIN READ

    Module 01: The "Why" and The Architecture

    Why L5 autonomy is harder than a moon landing. Understanding ODD, latency loops, compute constraints, and the modern Hybrid Architecture (Modular vs. End-to-End).

  • Advanced Robotics
    45 MIN READ

    Module 02: The Senses of an Autonomous Vehicle

    The raw senses of an autonomous vehicle: What data does each sensor provide? Covers cameras, radar, LiDAR, ultrasonics, and microphones—their physics, strengths, weaknesses, and why fusion is necessary.

  • Advanced Robotics
    40 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.