<> "The repository administrator has not yet configured an RDF license."^^ . <> . . "Accurate and robust image superresolution by neural processing of local image representations "^^ . "Image superresolution involves the processing of an image sequence to generate a still image with higher resolution. Classical approaches, such as bayesian MAP methods, require iterative minimization procedures, with high computational costs. Recently, the authors proposed a method to tackle this problem, based on the use of a hybrid MLP-PNN architecture. In this paper, we present a novel superresolution method, based on an evolution of this concept, to incorporate the use of local image models. A neural processing stage receives as input the value of model coefficients on local windows. The data dimension-ality is firstly reduced by application of PCA. An MLP, trained on synthetic se-quences with various amounts of noise, estimates the high-resolution image data. The effect of varying the dimension of the network input space is exam-ined, showing a complex, structured behavior. Quantitative results are presented showing the accuracy and robustness of the proposed method."^^ . "2005" . . "3696" . . "Springer-Verlag"^^ . . . . . . . . . . . "Carlos"^^ . "Miravet"^^ . "Carlos Miravet"^^ . . "Francisco B."^^ . "Rodriguez"^^ . "Francisco B. Rodriguez"^^ . . . . . . "Accurate and robust image superresolution by neural processing of local image representations (PDF)"^^ . . . . . . . . . "miravet_rodriguez_arxiv_05.pdf"^^ . . . "Accurate and robust image superresolution by neural processing of local image representations (Image (PNG))"^^ . . . . . . "preview.png"^^ . . . "Accurate and robust image superresolution by neural processing of local image representations (Indexer Terms)"^^ . . . . . . "indexcodes.txt"^^ . . "HTML Summary of #4567 \n\nAccurate and robust image superresolution by neural processing of local image representations \n\n" . "text/html" . . . "Machine Vision" . . . "Neural Nets" . .