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zsxkib/pyramid-flow

A state-of-the-art autoregressive video generation model leveraging pyramid flow matching techniques for efficient, high-quality video synthesis. Pyramid-Flow introduces a novel approach that interpolates between latents of different resolutions and noise levels, allowing for simultaneous generation and decompression of visual content with enhanced computational efficiency. The model employs a flow matching methodology to generate high-resolution videos up to 10 seconds long at 768p resolution and 24 FPS, representing a significant advancement in both quality and efficiency for video generation models. It supports both text-to-video and image-to-video generation with exceptional temporal consistency and visual fidelity.

Technical Specifications:

  • Architecture: Autoregressive flow matching with pyramidal resolution scaling
  • Resolution: Up to 768p (SD3 variant) or 384p (miniFLUX variant)
  • Duration: Up to 10 seconds at 24 FPS (768p) or 5 seconds at 24 FPS (384p)
  • Model Variants: SD3-based and miniFLUX-based implementations
  • Guidance Parameters: Separate controls for visual quality and motion dynamics
  • Hardware Requirements: Runs on A100 (80GB) GPUs for inference
  • Training Efficiency: Entire framework optimized with a single DiT (Diffusion Transformer)
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