A statistical framework for picture reconstruction using 2D AR models

  title={A statistical framework for picture reconstruction using 2D AR models},
  author={Anil C. Kokaram},
  journal={Image Vision Comput.},
Thispaperpresentsa framework for “F illing In” missinggaps in images and particularly patcheswith texture. The algorithm can also be usedas a fallback modein treatingmissingdata for videosequencereconstruction.Theunderlyingideais to construct a parametricmodelof thep.d.f. of thetexture to bere-synthesised andthendraw samplesfromthat p.d.f. to createtheresultingreconstruction.A Bayesianapproach is usedto repose2D AutoregressiveModelsasgenerativemodelsfor texture (usingtheGibbs sampler… CONTINUE READING
Highly Cited
This paper has 42 citations. REVIEW CITATIONS

From This Paper

Figures, tables, and topics from this paper.


Publications citing this paper.
Showing 1-10 of 24 extracted citations


Publications referenced by this paper.
Showing 1-10 of 10 references

Freeman,“Imagequilting for texture synthesisandtransfer ,

  • T. Alexei A. EfrosandWilliam
  • in ProceedingsSIGGRAPH,
  • 2001
1 Excerpt

Heeger andJamesR . Bergen , “ Pyramidbasedtextureanalysis / synthesis

  • J. David
  • IEEEInternationalConferenceon Image Processing
  • 2000

Detectionandremoval of line scratchesin degradedmotionpicturesequences .

  • A. Kokaram
  • 1998

Hirani andTakashiTotsuka , “ Combining frequency and spatial domain information for fast interactive image noiseremoval

  • N. Anil
  • ProceedingsSIGGRAPH
  • 1997

Imagequilting for texture synthesisandtransfer

  • Alexei A. EfrosandWilliam T. Freeman
  • ProceedingsSIGGRAPH
  • 1996

NumericalBayesian MethodsApplied to Signal Processing, Springer –Verlag, SpringerSeriesin StatisticsandComputing,1996

  • 1996
3 Excerpts

Texturesynthesisby nonparametricsampling

  • Alexei A. EfrosandThomasK. Leung
  • Proceedingsof theIEEE InternationalConferenceon…

Similar Papers

Loading similar papers…