Video generation models as world simulators

📰 OpenAI News

OpenAI trains large-scale generative models on video data to create high-fidelity video generation models like Sora

advanced Published 15 Feb 2024
Action Steps
  1. Train text-conditional diffusion models on diverse video and image datasets
  2. Leverage transformer architecture to operate on spacetime patches of video and image latent codes
  3. Scale up models to achieve high-fidelity video generation
  4. Explore applications of video generation models in fields like entertainment, education, and advertising
Who Needs to Know This

AI engineers and researchers on a team can benefit from this technology to generate realistic videos, while product managers can explore its applications in various industries

Key Insight

💡 Scaling video generation models can lead to building general world simulators

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📹 AI-generated videos just got a boost! OpenAI's Sora model can generate 1 minute of high-fidelity video

Key Takeaways

OpenAI trains large-scale generative models on video data to create high-fidelity video generation models like Sora

Full Article

We explore large-scale training of generative models on video data. Specifically, we train text-conditional diffusion models jointly on videos and images of variable durations, resolutions and aspect ratios. We leverage a transformer architecture that operates on spacetime patches of video and image latent codes. Our largest model, Sora, is capable of generating a minute of high fidelity video. Our results suggest that scaling video generation models is a promising path towards building general
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