Image Mosaicing and Super-resolution: Distinguished Dissertations
Autor David Capelen Limba Engleză Hardback – 19 ian 2004
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Specificații
ISBN-13: 9781852337711
ISBN-10: 1852337710
Pagini: 230
Ilustrații: XII, 218 p.
Dimensiuni: 152 x 229 x 14 mm
Greutate: 0.49 kg
Ediția:2004
Editura: SPRINGER LONDON
Colecția Springer
Seria Distinguished Dissertations
Locul publicării:London, United Kingdom
ISBN-10: 1852337710
Pagini: 230
Ilustrații: XII, 218 p.
Dimensiuni: 152 x 229 x 14 mm
Greutate: 0.49 kg
Ediția:2004
Editura: SPRINGER LONDON
Colecția Springer
Seria Distinguished Dissertations
Locul publicării:London, United Kingdom
Public țintă
ResearchCuprins
1 Introduction.- 1.1 Background.- 1.2 Modelling assumptions.- 1.3 Applications.- 1.4 Principal contributions.- 2 Literature Survey.- 2.1 Image registration.- 2.2 Image mosaicing.- 2.3 Super-resolution.- 3 Registration: Geometric and Photometric.- 3.1 Introduction.- 3.2 Imaging geometry.- 3.3 Estimating homographies.- 3.4 A practical two-view method.- 3.5 Assessing the accuracy of registration.- 3.6 Feature-based vs. direct methods.- 3.7 Photometric registration.- 3.8 Application: Recovering latent marks in forensic images.- 3.9 Summary.- 4 Image Mosaicing.- 4.1 Introduction.- 4.2 Basic method.- 4.3 Rendering from the mosaic.- 4.4 Simultaneous registration of multiple views.- 4.5 Automating the choice of reprojection frame.- 4.6 Applications of image mosaicing.- 4.7 Mosaicing non-planar surfaces.- 4.8 Mosaicing “user’s guide”.- 4.9 Summary.- 5 Super-resolution: Maximum Likelihood and Related Approaches.- 5.1 Introduction.- 5.2 What do we mean by “resolution”?.- 5.3 Single-image methods.- 5.4 The multi-view imaging model.- 5.5 Justification for the Gaussian PSF.- 5.6 Synthetic test images.- 5.7 The average image.- 5.8 Rudin’s forward-projection method.- 5.9 The maximum-likelihood estimator.- 5.10 Predicting the behaviour of the ML estimator.- 5.11 Sensitivity of the ML estimator to noise sources.- 5.12 Irani and Peleg’s method.- 5.13 Gallery of results.- 5.14 Summary.- 6 Super-resolution Using Bayesian Priors.- 6.1 Introduction.- 6.2 The Bayesian framework.- 6.3 The optimal Wiener filter as a MAP estimator.- 6.4 Generic image priors.- 6.5 Practical optimization.- 6.6 Sensitivity of the MAP estimators to noise sources.- 6.7 Hyper-parameter estimation by cross-validation.- 6.8 Gallery of results.- 6.9 Super-resolution “user’s guide”.- 6.10 Summary.- 7Super-resolution Using Sub-space Models.- 7.1 Introduction.- 7.2 Bound constraints.- 7.3 Learning a face model using PCA.- 7.4 Super-resolution using the PCA model.- 7.5 The behaviour of the face model estimators.- 7.6 Examples using real images.- 7.7 Summary.- 8 Conclusions and Extensions.- 8.1 Summary.- 8.2 Extensions.- 8.3 Final observations.- A Large-scale Linear and Non-linear Optimization.- References.
Caracteristici
There are no existing book references regarding image mosaicing or super-resolution applied to video image sequence There are of course many unpublished dissertations, journal articles and technical reports relating to these fields, and many of these are surveyed and unified in this book Includes supplementary material: sn.pub/extras