ML Volume Tile Component SOP

Data set processing

Crop tiles from a given volume at one or multiple provided point positions. This is useful for creating training data from 3D volumes. This node is part of the ML Train Volume Upres recipe.

ML Volume Tile Inference SOP

Modeling training

Run an ONNX model on a volume without creating any seams by splitting it up into tiles.

ML Train Volume Upres (Recipe)

Inference

Train your own pyro upres model. A trained model can be used to make a lowres pyro sim look more like a highres pyro sim, without actually running a highres pyro sim.

ML Volume Upres SOP

Inference

Run an ONNX model that was trained using the new ML Train Volume Upres recipe.

Neural Point Surface Training Setup

Training Model

Neural point surface training setup with training files provided.

Neural Point Surface SOP

Inference

Takes a point cloud as input and reconstructs a VDB surface from it. It contains multiple specialized pretrained models to yield specific looks depending on the material being surfaced. In general, this node should allow users to reconstruct smooth surfaces while preserving the sharp, high frequency, details described by the point cloud.

Sparse Billowy Smoke shelf tool

Updated to use ML Volume Upres node to upscale and sharpen the smoke simulation using a pretrained ONNX machine learning model. It creates thick cloud-like smoke rising from a spherical base and is useful as a starting point for simulating scenarios such as chimney smoke or cooling tower steam.

MPM Surface SOP

Has options to use Neural Model.