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Books > Computing & IT > Applications of computing > Artificial intelligence > Computer vision

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From Global to Local Statistical Shape Priors - Novel Methods to Obtain Accurate Reconstruction Results with a Limited Amount of Training Shapes (Paperback, Softcover reprint of the original 1st ed. 2017) Loot Price: R3,637

Discovery Miles 36 370

Repayment Terms: R341 pm x 12*

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From Global to Local Statistical Shape Priors - Novel Methods to Obtain Accurate Reconstruction Results with a Limited Amount...

From Global to Local Statistical Shape Priors - Novel Methods to Obtain Accurate Reconstruction Results with a Limited Amount of Training Shapes (Paperback, Softcover reprint of the original 1st ed. 2017)

Carsten Last

Series: Studies in Systems, Decision and Control, 98

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Loot Price R3,637 Discovery Miles 36 370 | Repayment Terms: R341 pm x 12*

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This book proposes a new approach to handle the problem of limited training data. Common approaches to cope with this problem are to model the shape variability independently across predefined segments or to allow artificial shape variations that cannot be explained through the training data, both of which have their drawbacks. The approach presented uses a local shape prior in each element of the underlying data domain and couples all local shape priors via smoothness constraints. The book provides a sound mathematical foundation in order to embed this new shape prior formulation into the well-known variational image segmentation framework. The new segmentation approach so obtained allows accurate reconstruction of even complex object classes with only a few training shapes at hand.

General

Imprint:	Springer International Publishing AG
Country of origin:	Switzerland
Series:	Studies in Systems, Decision and Control, 98
Release date:	July 2018
First published:	2017
Authors:	Carsten Last
Dimensions:	235 x 155 x 15mm (L x W x T)
Format:	Paperback
Pages:	259
Edition:	Softcover reprint of the original 1st ed. 2017
ISBN-13:	978-3-319-85169-3
Categories:	Books > Computing & IT > Applications of computing > Artificial intelligence > Computer vision Promotions
LSN:	3-319-85169-1
Barcode:	9783319851693