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High-Level Vision - Object Recognition and Visual Cognition

Inglese · Tascabile

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Informationen zum Autor Shimon Ullman is Samy and Ruth Cohn Professor of Computer Science at Weizmann Institute of Science! Rehovot! Israel. Klappentext Shimon Ullman focuses on the processes of high-level vision that deal with the interpretation and use of what is seen in the image. Zusammenfassung Shimon Ullman focuses on the processes of high-level vision that deal with the interpretation and use of what is seen in the image. Inhaltsverzeichnis Object recognition: shape-based recognition; what is recognition? why object recognition is difficult. Approaches to object recognition: invariant properties and feature spaces; parts and structural descriptions; the alignment approach; which is the correct approach?. The alignment of pictorial descriptions: using corresponding features; the use of multiple models for 3-D objects; aligning pictorial descriptions; transforming the image or the models? before and after alignment. The alignment of smooth bounding contours: the curvate method; accuracy of the curvature method; empirical testing. Recognition by the combination of views: modelling objects by view combinations; objects with sharp edges; using two views only; using a single view; the use of depth values; summary of the basic scheme; objects with smooth boundaries; recognition by image combinations; extensions to the view-combination scheme; psychophysical and physiological evidence; interim conclusions: recognition by multiple views. Classifications: classification and identification; the role of object classification; class-based processing; using class prototypes; pictorial classification; evidence from psychology and biology; are classes in the world or in our head? the organization of recognition memory. Image and model correspondence: feature correspondence; contour matching; correspondence-less methods; correspondence processes in human vision; model construction; compensating for illumination changes. Segmentation and saliency: is segmentation feasible? bottom-up and top-down segmentation; extracting globally salient structures; saliency! selection! and completion; what can bottom-up segmentation achieve? Visual cognition and visual routines: perceiving "inside" and "outside"; spatial analysis by visual routines; conclusions and open problems; the elemental operations; the assembly and storage of routines; routines and recognition. Sequence seeking and counter streams - a model for visual cortex: the sequence-seeking scheme; biological embodiment; summary. Appendices: alignment by feature; the curvature method; errors of the curvature method; locally affine matching; definitions. ...

Dettagli sul prodotto

Autori Shimon Ullman, Shimon (Professor and Head of Department Ullman
Editore The MIT Press
 
Lingue Inglese
Raccomandazione d'eta' 18 anni
Formato Tascabile
Pubblicazione 24.07.2000
 
EAN 9780262710077
ISBN 978-0-262-71007-7
Pagine 432
Serie A Bradford Book
Bradford Books
High-Level Vision
The MIT Press
A Bradford Book
Bradford Book
Categorie Scienze naturali, medicina, informatica, tecnica > Medicina > Branche cliniche
Scienze umane, arte, musica > Psicologia > Psicologia teorica

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