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Posts tagged “Synthetic Data”

9 posts found

  • 3 min read

    Synthetic Data at Meta Scale

    Bringing synthetic data practices from Magic Leap to Meta - what scales, what doesn't, and new opportunities.
    • Synthetic Data
    • Scale
    • Training Data
    • Deep Learning
    • Meta

  • 3 min read

    Simulation as Essential Infrastructure During Lockdown

    With lab access limited, simulation becomes even more critical - accelerating our investment in virtual engineering.
    • Simulation
    • Synthetic Data
    • Virtual Engineering
    • COVID
    • Magic Leap

  • 4 min read

    Transfer Learning for Perception: Sim-to-Real and Beyond

    Techniques for transferring knowledge from synthetic to real data, and from one perception task to another.
    • Transfer Learning
    • Synthetic Data
    • Domain Adaptation
    • Deep Learning
    • Magic Leap

  • 3 min read

    Scaling Synthetic Data: From Thousands to Millions

    Building infrastructure to generate millions of training images - the engineering of a synthetic data factory.
    • Synthetic Data
    • Infrastructure
    • Rendering
    • Scale
    • Magic Leap

  • 3 min read

    Domain Randomization: Brute-Forcing the Reality Gap

    Using extreme variation in synthetic data to bridge the sim-to-real gap - theory, practice, and hard-won lessons.
    • Domain Randomization
    • Synthetic Data
    • Sim-to-Real
    • Deep Learning
    • Magic Leap

  • 3 min read

    Procedural Environment Generation for Training Data

    How to generate millions of diverse, realistic environments procedurally - the key to scaling synthetic data.
    • Procedural Generation
    • Synthetic Data
    • 3D Assets
    • Training Data
    • Magic Leap

  • 3 min read

    Rendering for Perception: Why Game Engines Fall Short

    Why rendering for synthetic data differs from gaming or film - physically accurate sensor simulation over visual beauty.
    • Rendering
    • Synthetic Data
    • Sensors
    • Graphics
    • Magic Leap

  • 3 min read

    Founding the Synthetic Data Team

    Why I pushed to create a dedicated synthetic data team, and the case for simulation-first perception development.
    • Synthetic Data
    • Simulation
    • Team Building
    • Computer Vision
    • Magic Leap

  • 2 min read

    The Case for Perception Simulation

    Why we need high-fidelity sensor simulation for developing perception algorithms, and the challenges of making simulated data match reality.
    • Simulation
    • Synthetic Data
    • Computer Vision
    • Testing
    • Magic Leap