Image Statistics in Visual Computing

AvTania Pouli,Erik Reinhard

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Beskrivning

To achieve the complex task of interpreting what we see, our brains rely on statistical regularities and patterns in visual data. Knowledge of these regularities can also be considerably useful in visual computing disciplines, such as computer vision, computer graphics, and image processing. The field of natural image statistics studies the regular

Produktinformation

Utgivningsdatum:2013-12-13
Språk:Engelska
Filformat:PDF
Kopieringsskydd:LCP
ISBN:9781439874905
Förlag:Taylor & Francis Inc

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Tania Pouli, Erik Reinhard, Douglas W. Cunningham

Recensioner i media

"This book is a survey of natural image statistics used in these days. It is presented in an accessible fashion full of color images. It contains more than 800 reference entries. So, it is a good starting point for all those who want to easily familiarize with the theory of the presented field. This book is good for computer scientists who want to start their research in digital imaging and for engineers who want to apply the described methods in practice." -Agnieszka Lisowska (Sosnowiec), in Zentralblatt MATH 1295

Innehållsförteckning

BACKGROUND: Introduction. The Human Visual System. Image Collection and Calibration. IMAGE STATISTICS: First Order Statistics. Gradients, Edges, and Contrast. Fourier Analysis. Dimensionality Reduction. Wavelet Analysis. Markov Random Fields. BEYOND TWO DIMENSIONS: Color. Depth Statistics. Time and Motion. Appendix. Bibliography.