Computational Texture and Patterns (eBook, PDF)
Kristin J. Dana
eBook, PDF

Computational Texture and Patterns (eBook, PDF)

From Textons to Deep Learning

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Visual pattern analysis is a fundamental tool in mining data for knowledge. Computational representations for patterns and texture allow us to summarize, store, compare, and label in order to learn about the physical world. Our ability to capture visual imagery with cameras and sensors has resulted in vast amounts of raw data, but using this information effectively in a task-specific manner requires sophisticated computational representations. We enumerate specific desirable traits for these representations: (1) intraclass invariance-to support recognition; (2) illumination and geometric invar...

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