Type of Publication

Conference Papers

Date:

9 /

2016

Status

Published

DOI:

10.1007/978-3-319-45886-1_25

Fast and accurate micro lenses depth maps for multi-focus light field cameras.

Featured in:

German Conference on Pattern Recognition, Hannover, Germany.

Authors:

Rodrigo Ferreira and Nuno Gonçalves

Abstract

Light field cameras capture a scene’s multi-directional light field with one image, allowing the estimation of depth. In this paper, we introduce a fully automatic fast method for depth estimation from a single plenoptic image running a RANSAC-like algorithm for feature matching. The novelty about our approach is the global method to back project correspondences found using photometric similarity to obtain a 3D virtual point cloud. We then use lenses with different focal-lengths in a multiple depth map refining phase and their reprojection to the image plane, generating an accurate depth map per micro lens. Tests with simulations and real images are presented and show a good trade-off between computation time and accuracy of the method presented. Our method achieves an accuracy similar to the state-of-the-art in considerable less time (speedups of around 3 times).

Citation
Rodrigo Ferreira and Nuno Gonçalves (2016). Fast and accurate micro lenses depth maps for multi-focus light field cameras. In Pattern Recognition: 38th German Conference, GCPR 2016, Hannover, Germany, September 12-15, 2016, Proceedings 38 (pp. 309-319). Springer International Publishing. DOI: 10.1007/978-3-319-45886-1_25

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