Dominik Kloepfer

LoCo: Learning 3D Location-Consistent Image Features with a Memory-Efficient Ranking Loss

Image feature extractors are rendered substantially more useful if different views of the same 3D location yield similar features while still being distinct from other locations. A feature extractor that achieves this goal even under significant viewpoint changes must recognise not just semantic cat…