Title
High Resolution 3D Shape Texture from Multiple Videos
Abstract
We examine the problem of retrieving high resolution textures of objects observed in multiple videos under small object deformations. In the monocular case, the data redundancy necessary to reconstruct a high-resolution image stems from temporal accumulation. This has been vastly explored and is known as image super-resolution. On the other hand, a handful of methods have considered the texture of a static 3D object observed from several cameras, where the data redundancy is obtained through the different viewpoints. We introduce a unified framework to leverage both possibilities for the estimation of an object's high resolution texture. This framework uniformly deals with any related geometric variability introduced by the acquisition chain or by the evolution over time. To this goal we use 2D warps for all viewpoints and all temporal frames and a linear image formation model from texture to image space. Despite its simplicity, the method is able to successfully handle different views over space and time. As shown experimentally, it demonstrates the interest of temporal information to improve the texture quality. Additionally, we also show that our method outperforms state of the art multi-view super-resolution methods existing for the static case.
Year
DOI
Venue
2014
10.1109/CVPR.2014.195
Computer Vision and Pattern Recognition
Keywords
Field
DocType
cameras,image reconstruction,image resolution,image texture,redundancy,2D warps,acquisition chain,cameras,data redundancy,geometric variability,high resolution 3D shape texture,high-resolution image stem reconstruction,image space,image super-resolution,linear image formation,multiple videos,small object deformations,static 3D object,temporal accumulation,temporal frames
Computer vision,Pattern recognition,Image texture,Computer science,Viewpoints,Spacetime,Image formation,Data redundancy,Artificial intelligence,Monocular,Image resolution
Conference
ISSN
Citations 
PageRank 
1063-6919
9
0.50
References 
Authors
11
3
Name
Order
Citations
PageRank
Vagia Tsiminaki1312.71
Jean-Sebastien Franco234218.05
Edmond Boyer32758130.84