Skip to content

Direct grounding of spatial relations that correspond to most commonly used in language spatial prepositions and abstract action representations based on the temporal evolution of object-wise spatial relations.

License

Notifications You must be signed in to change notification settings

kzampog/spatial-relations

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

6 Commits
 
 
 
 
 
 
 
 
 
 

Repository files navigation

spatial-relations

Direct grounding of spatial relations that correspond to most commonly used in language spatial prepositions and abstract action representations based on the temporal evolution of object-wise spatial relations.

Usage

See Spatial Relations/demo.m for quick examples on how to compute PVS-based action descriptors given tracked object point clouds and how to compare action descriptors.

Dependencies

Computing distances between PVS-based action descriptors is formulated as a MIQP (Mixed-Integer Quadratic Program) and the current implementation (compareActions.m) relies on OPTI Toolbox (SCIP solver). Switching to another MIQP solver should not be difficult (the laborious part of building the objective/constraint matrices is done).

Project homepage

http://www.cs.umd.edu/~kzampog/research.html#spatial_relations

References

This is the original implementation for the work introduced in the ICRA 2015 paper:
Learning the Spatial Semantics of Manipulation Actions through Preposition Grounding [pdf]
Konstantinos Zampogiannis, Yezhou Yang, Cornelia Fermüller, Yiannis Aloimonos

About

Direct grounding of spatial relations that correspond to most commonly used in language spatial prepositions and abstract action representations based on the temporal evolution of object-wise spatial relations.

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published