Welcome to TorchSpatial’s documentation!

Here is the v0.1.0

Get Started:

• Installation
  • Install from source
• Introduction
  • 2D Location Encoder
  • 3D Location Encoder

Basic Concepts:

• Single Point Location Encoder
  • EncoderMultiLayerFeedForwardNN()
  • PositionEncoder()
• Aggregation Location Encoder

Data:

• Image Classification Datasets
  • BirdSnap
  • BirdSnap†
  • NABirds†
  • iNat2017
  • iNat2018
  • YFCC
  • fMoW
• Image Regression Datasets
  • MOSAIKS Population Density
  • MOSAIKS Forest Cover
  • MOSAIKS Nightlight Luminosity
  • MOSAIKS Elevation
  • SustainBench Series

2D Location Encoders:

• tile
  • Overview
  • Features
  • Configuration Parameters
  • Methods
  • Theory
  • Usage Example
• wrap
  • Overview
  • Features
  • Configuration Parameters
  • Methods
• wrap-ffn
  • Overview
  • Features
  • Configuration Parameters
  • Methods
  • AodhaFFTSpatialRelationPositionEncoder
  • Theory
  • Usage Example
• rbf
  • Overview
  • Features
  • Configuration Parameters
  • Methods
  • Usage Example
• rff
  • Overview
  • Features
  • Configuration Parameters
  • Methods
  • RFFSpatialRelationPositionEncoder
  • Theory
  • Usage Example
• Space2Vec-grid
  • Overview
  • Features
  • Configuration Parameters
  • Methods
  • Usage Example
• Space2Vec-theory
  • Overview
  • Features
  • Configuration Parameters
  • Usage Example

3D Location Encoders:

• xyz
  • XYZSpatialRelationLocationEncoder
  • XYZSpatialRelationPositionEncoder
  • Usage Example
• NeRF
  • NERFSpatialRelationLocationEncoder
  • NERFSpatialRelationPositionEncoder
  • Usage Example
• Space2Vec-dfs
  • DFTSpatialRelationLocationEncoder
  • DFTSpatialRelationPositionEncoder
  • Usage Example
• Space2Vec-sphereC
  • SphereSpatialRelationLocationEncoder
  • SphereSpatialRelationPositionEncoder
  • Usage Example
• Space2Vec-sphereC+
  • SphereGridSpatialRelationLocationEncoder
  • SphereGridSpatialRelationPositionEncoder
  • Usage Example
• Space2Vec-sphereM
  • SphereMixScaleSpatialRelationLocationEncoder
  • SphereMixScaleSpatialRelationPositionEncoder
  • Usage Example
• Space2Vec-sphereM+
  • SphereGridMixScaleSpatialRelationLocationEncoder
  • SphereGridMixScaleSpatialRelationPositionEncoder
  • Usage Example
• Siren(SH)
  • SphericalHarmonicsSpatialRelationLocationEncoder
  • SphericalHarmonicsSpatialRelationPositionEncoder
  • Usage Example

Indices and tables

• Index

• Search Page