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Developed by Google Research, Lumiere is a cutting-edge space-time diffusion model designed specifically for video generation. Lumiere focuses on synthesizing videos that portray realistic, diverse, and coherent motion. It has three distinct functionalities: Text-to-Video, Image-to-Video, and Stylized Generation. In the Text-to-Video feature, Lumiere generates videos based on text inputs or prompts, presenting a dynamic interpretation of the input. The Image-to-Video feature works similarly, using an input image as a starting point for video generation.Lumieres Stylized Generation capability gives unique styles to the generated video, using a single reference image. This allows Lumiere to create videos in the target style by utilizing fine-tuned text-to-image model weights. Notably, Lumiere uses a distinctive Space-Time U-Net architecture that enables it to generate an entire video in one pass. This is in contrast to many existing video models, which first create keyframes and then perform temporal super-resolution, a process which can compromise the temporal consistency of the video.Finally, Lumieres application extends to various scenes and subjects, like animals, nature scenes, objects, and people, often portraying them in novel or fantastical situations. Lumiere has potential applications in entertainment, gaming, virtual reality, advertising, and anywhere else dynamic and responsive visual content is needed.
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