We tackle the problem of building city- or country-scale seamless mosaics of the road network from millions of street-level images. These “orthomosaics” provide a virtual top-down, orthographic view, as might be captured by a satellite though at vastly reduced cost and avoiding limitations caused by atmospheric interference or occlusion by tree cover. We propose a novel, highly efficient planar visual odometry method that scales to millions of images. This includes a fast search for potentially overlapping images, relative pose estimation from approximate ground plane projected images and a largescale optimisation, which we call motion-from-homographies, that exploits multiple motion, GPS and control point priors. Since even city-scale orthomosaics have petapixel resolution, we work with a tile-based mosaic representation which is more efficient to compute and makes web-based, real-time interaction with the images feasible. Our orthomosaics are seamless both within tiles and across tile boundaries due to our proposed novel variant of gradient-domain stitching. We show that our orthomosaics are qualitatively superior to those produced using state-of-the-art structure-from-motion output yet our pose optimisation is several orders of magnitude faster. We evaluate our methods on a dataset of 1.4M images that we collected.


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    Titel :

    SurfaceView: Seamless and Tile-Based Orthomosaics Using Millions of Street-Level Images From Vehicle-Mounted Cameras


    Beteiligte:


    Erscheinungsdatum :

    01.04.2022


    Format / Umfang :

    4187711 byte




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



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