Semantically Aware Urban 3D Reconstruction with Plane-Based Regularization

no code implementations • ECCV 2018 • Thomas Holzmann, Michael Maurer, Friedrich Fraundorfer, Horst Bischof

We propose a method for urban 3D reconstruction, which incorporates semantic information and plane priors within the reconstruction process in order to generate visually appealing 3D models.

3D Reconstruction

Deep 2.5D Vehicle Classification with Sparse SfM Depth Prior for Automated Toll Systems

no code implementations • 9 May 2018 • Georg Waltner, Michael Maurer, Thomas Holzmann, Patrick Ruprecht, Michael Opitz, Horst Possegger, Friedrich Fraundorfer, Horst Bischof

Furthermore due to the design of the network, at test time only the 2D camera images are required for classification which enables the usage in portable computer vision systems.

3D Object Classification Classification +2

Geometric Abstraction from Noisy Image-Based 3D Reconstructions

no code implementations • 19 Apr 2014 • Thomas Holzmann, Christof Hoppe, Stefan Kluckner, Horst Bischof

Creating geometric abstracted models from image-based scene reconstructions is difficult due to noise and irregularities in the reconstructed model.