Geometric Models Guide

Overview

Learn about geometric deep learning in Artifex. Geometric model implementations include point cloud, graph, mesh, voxel, and protein-specific modules in models.geometric.

• Point cloud processing
• Graph neural networks
• SE(3) equivariant networks
• Mesh generation

Related Documentation

• Point Clouds
• Protein Modeling
• Extensions Guide

Key Concepts

Point Clouds

Unordered sets of 3D points with optional features.

Equivariance

Networks that respect geometric symmetries.

Graph Networks

Message passing on molecular and structural graphs.