2024

VILA-U: a Unified Foundation Model Integrating Visual Understanding and Generation

Wu, Yecheng, Zhang, Zhuoyang, Chen, Junyu et al.

Understand

VILA-U is a Unified foundation model that integrates Video, Image, Language understanding and generation.

  • Traditional visual language models (VLMs) use separate modules for understanding and generating visual content, which can lead to misalignment and increased complexity.
  • In contrast, VILA-U employs a single autoregressive next-token prediction framework for both tasks, eliminating the need for additional components like diffusion models.
  • This approach not only simplifies the model but also achieves near state-of-the-art performance in visual language understanding and generation.

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