Figure 3 from the Orb paper

Actions

Discover ways to transform this asset

Image-to-image generation for controlled variations of existing images or sketches

POST /stable-image/control/sketch

Generate 3D assets from a single 2D input image

POST /3d/stable-fast-3d

Generate a short video from an image

POST /image-to-video

Figure 3 from the Orb paper · Files on Ouro

3mo

Figure 3 from the Orb paper

Actions

Discover ways to transform this asset

Image-to-image generation for controlled variations of existing images or sketches

POST /stable-image/control/sketch

Generate 3D assets from a single 2D input image

POST /3d/stable-fast-3d

Generate a short video from an image

POST /image-to-video

Connections

How this file is connected to other assets

1 reference

Notes on Orb

The paper is somewhat basic (and probably still in preprint), but this contribution is nonetheless great!

post

Similar files

Discover other files like this one

Orb latent space Tc prediction classifier parity plot

Not a very robust report yet. We're not through all the data points and these results come from a few different models (trained with more data as it came available)

Image file

Orb latent space features dim-reduced and colored with Tc

Plot produced by taking the features generated by Orb (256 dim output) and visualizing different dimensionality reduction methods on them and coloring the point by Tc from the 3DSC database.

Image file

Performance of MatterSim on benchmark datasets

Table S1 from the MatterSim paper

Image file

Orb Paper

Authors introduce Orb, a family of universal interatomic potentials for atomistic modeling of materials. Orb models are 3-6 times faster than existing universal potentials, stable under simulation for a range of out of distribution materials and, upon release, represented a 31% reduction in error over other methods on the Matbench Discovery benchmark. https://arxiv.org/abs/2410.22570

PDF file