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Align your Latents: High-Resolution Video Synthesis with Latent Diffusion Models

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Align your Latents: High-Resolution Video Synthesis with Latent Diffusion Models
Paper summary

High-resolution video synthesis with latent diffusion.

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Key points
01

Latent video diffusion: Extends Stable Diffusion-style latent diffusion to video generation with temporal attention layers.

02

512x1024 driving videos: Validates on real driving videos at 512x1024 resolution, achieving state-of-the-art performance.

03

Creative content: Also validated on creative content creation tasks, demonstrating versatility beyond driving scenarios.

04

Video generation foundation: A key paper in the latent-video-diffusion lineage that led to Stable Video Diffusion, SVD, and later open video models.

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