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AI Video Generation Techniques Model Architecture and Implementation

- 14B parameter video generation system architecture - Technical methodology for generating high-quality video from single image/audio - Implementation approach for full/half-body character generation - Algorithm optimization for multimodal content creation

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Technical Architecture

Multimodal Neural Architecture:

  • Cross-attention mechanisms for inter-modal learning
  • Shared embedding spaces for unified representation
  • Modal-specific encoders with fusion layers
  • Attention-based feature alignment

Processing Pipeline:

  1. Modal-specific feature extraction
  2. Cross-modal attention computation
  3. Unified representation learning
  4. Task-specific output generation
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