Title :
Sampling and interpolation of the plenoptic function
Author :
Chebira, Amina ; Dragotti, Pier Luigi ; Sbaiz, Luciano ; Vetterli, Martin
Author_Institution :
Audio-Visual Commun. Lab., Swiss Fed. Inst. of Technol., Lausanne, Switzerland
Abstract :
In this paper, we present reconstruction schemes for the plenoptic function. Using new sampling methods, we show that, for some particular scenes, it is possible to perfectly reconstruct the plenoptic function from a finite number of cameras with finite resolution (Theorem 1 and Corollary 1). In more general cases, we demonstrate new ways of interpolating exactly the plenoptic function (Theorem 2). Finally, we show that it is possible to infer camera locations from a finite set of images. In all cases, we have perfect solutions due to the super-resolution property of the sampling. First numerical experiments on noisy observations show the potentiality of this new theoretical developments.
Keywords :
image reconstruction; image resolution; image sampling; interpolation; video cameras; camera; finite image set; image reconstruction scheme; image resolution; image resolution property; image sampling; infer camera location; interpolation; plenoptic function; Cameras; Image sampling; Interpolation; Laboratories; Layout; Propulsion; Rendering (computer graphics); Sampling methods; Signal resolution; Temperature sensors;
Conference_Titel :
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
Print_ISBN :
0-7803-7750-8
DOI :
10.1109/ICIP.2003.1246832