Predicting Visual Overlap of Images Through Interpretable Non-Metric Box Embeddings

Anita Rau; Guillermo Garcia-Hernando; Danail Stoyanov; Gabriel J. Brostow; Daniyar Turmukhambetov

ECCV 2020poster24 citations

Predicting Visual Overlap of Images Through Interpretable Non-Metric Box Embeddings

Anita Rau, Guillermo Garcia-Hernando, Danail Stoyanov, Gabriel J. Brostow, Daniyar Turmukhambetov

Abstract

To what extent are two images picturing the same 3D surfaces? Even when this is a known scene, the answer typically requires an expensive search across scale space, with matching and geometric verification of large sets of local features. This expense is further multiplied when a query image is evaluated against a gallery, e.g. in visual relocalization. While we don't obviate the need for geometric verification, we propose an interpretable image-embedding that cuts the search in scale space to essentially a lookup.

BibTeX

@inproceedings{eccv2020_predictingvisual,
  title = {Predicting Visual Overlap of Images Through Interpretable Non-Metric Box Embeddings},
  author = {Anita Rau and Guillermo Garcia-Hernando and Danail Stoyanov and Gabriel J. Brostow and Daniyar Turmukhambetov},
  booktitle = {ECCV 2020},
  year = {2020}
}