Customize-A-Video: One-Shot Motion Customization with LoRA

• Development of a framework for customizing motion in videos, addressing the need in text-to-video models.
• Leverages Low-Rank Adaptation (LoRA) on temporal attention layers, allowing for specific motion tailoring.
• Novel appearance absorbers concept disentangles spatial and temporal information during training.
• Demonstrates superior performance in video generation and editing, among other video-related tasks.

Importance: Customize-A-Video can mark a new era in video editing and generation by providing high levels of customization with minimal reference data. Using LoRA enhances the model’s efficiency and adaptability to various tasks.

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