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[[File:LiftingScheme.png|thumb|400px|alt=Lifting Scheme.|The (forward) Lifting Scheme transform block diagram.]]
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'''Generalized lifting scheme''' was developed by [http://gps-tsc.upc.es/imatge/_Joel/index.html Joel Solé] and [http://gps-tsc.upc.es/imatge/_Philippe/Philippe.html Philippe Salembier] and published in Joel's PhD Thesis.<ref>Ph.D. Thesis Dissertation: '''Optimization and Generalization of Lifting Schemes: Application to Lossless Image Compression'''</ref> It is based on classical [[lifting scheme]] and generalizes it breaking out a restriction hidden in the scheme structure. Classical lifting scheme has three kind of operations.
# '''Lazy wavelet transform''' splits signal <math>f_j[n]</math> in two new signals: the odd samples signal denoted by <math>f_j^o[n]</math> and the even samples signal denoted by <math>f_j^e[n]</math>.
# '''Prediction step''' its objective is compute a prediction for the odd samples, based on the even samples (or vice versa). This prediction is subtracted from the odd samples creating an error signal <math>g_{j+1}[n]</math>.
# '''Update step''' This step recalibrates the low frequency branch with some of the energy removed during subsampling. In the case of classical Lifting, this is used in order to "prepare" the signal for the next prediction step. It uses the predicted odd samples <math>g_{j+1}[n]</math> to prepare the even ones <math>f_j^e[n]</math> (or vice versa). This update is subtracted from the even samples producing the signal denoted by <math>f_{j+1}[n]</math>.
 
The scheme is invertible due to the structure of itself. In the [[Receiver (information theory)|receiver]] the update step is computed first. Its result is added to the even samples. After that, it's possible to compute exactly the same prediction and add it to the odd samples. In order to recover the original signal, we have to invert the Lazy Wavelet Transform. Generalized lifting scheme has the same three kind of operations. However this scheme avoids the addition-subtraction restriction that offered Classical Lifting. That fact has some consequences. For example, the design of all steps must guarantee the scheme invertibility (not guaranteed if the addition-subtraction restriction is avoided).
 
== Definition ==
[[File:GLScheme.png|thumb|400px|alt=Generalized Lifting Scheme.|The (forward) Generalized Lifting Scheme transform block diagram.]]
 
''Generalized lifting scheme'' is a dyadic transform that follows the next rules:
# Computes a '''Lazy Wavelet Transform''' and splits even samples from odd samples.
# Computes a '''Prediction [[Map (mathematics)|Mapping]]'''. This step tries to predict odd samples taking into account the even ones (or vice versa). This a mapping from the space of the samples in <math>f_j^e[n]</math> to the space of the samples in <math>g_{j+1}[n]</math>. In this case the samples (from <math>f_j^e[n]</math>) chosen to be the reference for <math>f_j^o[n]</math> are called '''the context'''. It could be expressed as:
#:<math> \textstyle g_{j+1}[n] = P(f_j^o[n];f_j^e[n]) </math>
# Computes an '''Update Mapping'''. This step tries to update the even samples taking into account the odd predicted samples. It would be a kind of preparation for the next prediction step, if any. It could be expressed:
#:<math> \textstyle f_{j+1}[n] = U(f_j^e[n];f_{j+1}[n]) </math>
 
Obviously, these mapping cannot be any function. In order to guarantee the invertibility of the scheme itself, all mapping involved in the transform, must be invertible. In case that mappings arise and arrive on finite sets (discrete bounded value signals), this condition is equivalent to say that mappings are [[Injective function|injective]] (one-to-one). Moreover, if mapping goes from one set to a set of the same cardinality, it should be [[Bijection|bijective]].
 
In the Generalized Lifting Scheme the addition/subtraction restriction is avoided by including this step in the mapping. In this way the Classical Lifting Scheme is generalized.
 
== Design ==
Nowadays, it has been developed some designs for the prediction step mapping. The update step design is not considered at the moment, because there isn't any answers for the question: ''what does the update step is useful for?''. The main application of this technique is the image compression. There some interesting references such as,<ref>{{cite conference | last1 = Rolon    | first1 = J. C. | last2 = Salembier | first2 = P. | title = Generalized Lifting for Sparse Image Representation and Coding  | booktitle = Picture Coding Symposiu, PCS 2007  | date = Nov 7-9, 2007}}</ref><ref>{{cite conference  | last1 = Rolon | first1 = J. C. | last2 = Salembier | first2 = P. | last3 = Alameda | first3 = X. | title = Image Compression with Generalized Lifting and partial knowledge of the signal pdf | booktitle = International Conference on Image Processing, ICIP'08 | date = Oct 12-15, 2008}}</ref><ref>{{cite conference | last1 = Rolon | first1 = J. C. | last2 = Ortega | first2 = A. | last3 = Salembier | first3 = P. | title = Modeling of Contours in Wavelet Domain for Generalized Lifting Image Compression | booktitle = ICASSP 2009 (submitted)}}</ref> and.<ref>{{cite conference | last1 = Rolon | first1 = J. C. | last2 = Mendonça | first2 = E. | last3 = Salembier    | first3 = P. | title = Generalized Lifting With Adaptive Local pdf estimation for Image Coding}}</ref>
 
== References ==
{{Reflist}}
 
{{DEFAULTSORT:Generalized Lifting}}
[[Category:Wavelets]]

Revision as of 13:27, 6 February 2014


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