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Finally, the high-resolution image in the Gaussian pyramid is inferred pixel by pixel so as o maximize the posterior probability given the low-resolution image Next, subspace-based approaches are based on the assumption that a highresolution image and its low-resolution counterpart have similar coef cients, features, or distributions in the high- and low-resolution image spaces So, the subspaces such as eigenfaces obtained by principal component analysis [10] in the two spaces are learned and a high-resolution image is represented by the similarity between the two subspaces Wang and Tang [11, 12] developed an ef cient face hallucination algorithm using an eigentransformation algorithm However, all these methods have not utilized the neighborhood relationship in the distribution of face images Facial images change appearance due to multiple factors such as pose variations, lighting acquisition conditions, and facial expressions.

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Most of the previous work has not considered this distribution and dealt with all the diverse images equally In the previous work of face image analysis using manifold learning methods, it has been shown that face images lie on a manifold [13 16] Also, it has been demonstrated that the variation of a certain facial factor such as pose or expression makes a submanifold in the manifold structure [7, 17] Thus, it is expected that manifold learning methods can improve the tasks requiring face image analysis, such as face recognition, super-resolution, or face synthesis Based on this idea, Chang et al [18] developed the neighbor embedding algorithm for super-resolution of general images They assume that the local distribution structure in sample space is preserved in smoothing and down-sampling, and they apply one of the manifold learning methods, locally linear embedding (LLE) [13].

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Statistical inference-based approaches and subspace-based approaches have often been merged to solve face super-resolution problems Liu et al [9, 19] proposed a two-step approach integrating both the global parametric modeling and the local nonparametric modeling of face images Their method is based on the inference using the MAP estimator and Markov network, but PCA is also applied to calculating the subspace of the high-resolution image space Also, Park and Savvides [20, 21] applied the subspaces and features of locality preserving projections (LPP) [15] for their novel face super-resolution method, which is also employed the traditional MAP estimator Bar Code scanner with net Using Barcode reader for First of all, we present the MAP estimator, which allows us to make inferences simply nd effectively since various super-resolution methods have applied it As illustrations, we brie y show two methods proposed by Baker and Kanade [1, 6] and Liu et al.

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[9, 19] In Section 123 the subspace-based approaches for face super-resolution are presented with the methods using PCA [11, 12], LLE [18], and LPP [20, 21] In Section 124 the state-of-the-art methods for face super-resolution are compared to a baseline method Finally, Section 125 concludes this chapterRelated: .

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