6533b7ddfe1ef96bd1274fcf

RESEARCH PRODUCT

Apprentissage de modalités auxiliaires pour la localisation basée vision

Nathan PiascoDésiré SidibéValérie Gouet-brunetCédric Demonceaux

subject

Localisation basée image[INFO.INFO-CV] Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV]Image-based localizationApprentissage via des données annexes[INFO.INFO-RB] Computer Science [cs]/Robotics [cs.RO]Learning with Side InformationFusion de modalités[INFO.INFO-CV]Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV][INFO.INFO-RB]Computer Science [cs]/Robotics [cs.RO]Modality Fusion

description

In this paper we present a new training with side modality framework to enhance image-based localization. In order to learn side modality information, we train a fully convo-lutional decoder network that transfers meaningful information from one modality to another. We validate our approach on a challenging urban dataset. Experiments show that our system is able to enhance a purely image-based system by properly learning appearance of a side modality. Compared to state-of-the-art methods, the proposed network is lighter and faster to train, while producing comparable results.

https://hal.archives-ouvertes.fr/hal-01928002/document