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Advanced Video Generation Systems

Build and evaluate video generation systems with temporal consistency, prompt controls, and safety guardrails.

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Architecture

Video diffusion models extend image diffusion with temporal modules:

  • Scene encoder: extracts conditioning from text, images, or storyboards.
  • Temporal U-Net: denoises 3D tensors (frames × height × width).
  • Consistency module: enforces character and motion coherence.
  • Upscalers: refine to 4K outputs.
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