2024年10月22日 · vila-u是一个由清华大学、麻省理工学院和英伟达联合推出的统一多模态基础模型。vila-u能够同时处理视频、图像和文本数据，打破了传统视觉语言模型中理解和生成功能分离带来的限制。

VILA-1.5 is efficiently deployable on diverse NVIDIA GPUs (A100, 4090, 4070 Laptop, Orin, Orin Nano) by TinyChat and TensorRT-LLM backends. [2024/03] VILA has been accepted by CVPR 2024! [2024/02] We release AWQ-quantized 4bit VILA models, deployable on Jetson Orin and laptops through TinyChat and TinyChatEngine. [2024/02] VILA is released.

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VILA-U是一个统一的视觉语言模型，将视频、图像、语言理解和生成融为一体。 传统的视觉语言模型（VLMs）采用了独立的模块，一个用于理解视觉内容，另一个用于生成视觉内容，这可能导致理解和生成的不一致性，并增加了复杂性。 然而，VILA-U采用了一个单一的自回归下一个标记预测框架来同时处理这两个任务，从而可以排除不需要的额外组件，如扩散模型。 这种方法不仅简化了模型，而且还在视觉语言理解和生成方面实现了接近最先进的性能。 VILA-U的成功归因 …

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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.

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