Image Generation
Resolution Adaptability
Vision Transformer
FiT: Flexible Vision Transformer for Diffusion Model

Moving past the limitations of static resolution grids, FiT (Flexible Vision Transformer) reimagines image generation with unrestrained resolution adaptability. This novel transformer framework perceives images as dynamically sizable tokens, cultivating versatile training strategies without resolution biases during both training and inference stages. It exemplifies the concept of ‘nature is infinitely resolution-free’ in digital imaging.

  • Transforms the image generation paradigm with unrestricted resolution handling.
  • Conceptualizes images as sequences for flexible generation.
  • Exhibits strong extrapolation abilities beyond training resolution scopes.
  • Surpasses traditional methods in producing images with varied aspect ratios.

FiT’s proficiency in dealing with diverse image resolutions paves the way for advancements in digital imaging and AI creativity, enticing further exploration into the potential of unrestricted visual content generation. Explore the potential of FiT.

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