Model reference · open weights

omni-dreams-models

Video nvidia Image→video 1 build Its own licence terms 16k dl/mo

omni-dreams-models is an open-weight video model from NVIDIA. omni-dreams-models (BF16) weighs 37.1 GB; the smallest configuration that runs it is L40S 48 GB.

  • NVIDIA OmniDreams is a 2-billion parameter Diffusion Transformer model designed to generate photorealistic camera observations for autonomous driving simulation.
  • It operates as an action-conditioned generative world model that synthesizes multi-camera sensor data in response to policy actions within a closed-loop environment.
  • The model accepts image, video, and text inputs at a resolution of 704 x 1280 and outputs MP4 video, supporting long-horizon rollouts while maintaining temporal context.
  • It is distributed under the NVIDIA Open Model License Agreement.

Summary of the nvidia/omni-dreams-models model card, 2026-10-01

What it is

Released byNVIDIA
Released2026-04-21
VRAM37.1 GB for the weights

What it runs on

Memory and cards for omni-dreams-models (BF16)

37.1 GBweights, file size
537 MBruntime overhead
CardWeightsMemory
RTX 3060 12 GB … RTX 5090 32 GBdoes not fit
L40S 48 GBtight44.0 GB
A100 80 GBfits78.2 GB
H100 80 GBfits78.1 GB
RTX PRO 6000 Blackwell 96 GBfits93.8 GB
DGX Spark (GB10) 128 GB unifiedfits107 GB
H200 141 GBfits138 GB
B200 180 GBfits176 GB

How it works

How video models work

Prompt / imagestart pointTemporal diffusionframes over timeVideoMP4 clipA video model generates a sequence of coherent frames from your prompt or a starting image.

Running it yourself

Run it on a rented GPU

Rent a machine by the hour. How to run this model is on its model card.

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