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Visual Saliency Computation

A Machine Learning Perspective

Paperback Engels 2014 2014e druk 9783319056418
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Samenvatting

This book covers fundamental principles and computational approaches relevant to visual saliency computation. As an interdisciplinary problem, visual saliency computation is introduced in this book from an innovative perspective that combines both neurobiology and machine learning. The book is also well-structured to address a wide range of readers, from specialists in the field to general readers interested in computer science and cognitive psychology. With this book, a reader can start from the very basic question of "what is visual saliency?" and progressively explore the problems in detecting salient locations, extracting salient objects, learning prior knowledge, evaluating performance, and using saliency in real-world applications. It is highly expected that this book will spark a great interest of research in the related communities in years to come.

Specificaties

ISBN13:9783319056418
Taal:Engels
Bindwijze:paperback
Aantal pagina's:240
Uitgever:Springer International Publishing
Druk:2014

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Inhoudsopgave

Benchmark and evaluation metrics.- Location-based visual saliency computation.- Object-based visual saliency computation.- Learning-based visual saliency computation.- Mining cluster-specific knowledge for saliency ranking.- Removing label ambiguity  in training saliency model.- Saliency-based applications.- Conclusions and future work.

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        Visual Saliency Computation