Computer Vision Metrics Textbook Edition /

• Main Author: Krig, Scott (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2016.
• Subjects: Computer science.; Data mining.; Artificial intelligence.; Computational intelligence.; Computer Science.; Artificial Intelligence (incl. Robotics).; Data Mining and Knowledge Discovery.; Signal, Image and Speech Processing.; Computational Intelligence.

Based on the successful 2014 book published by Apress, this textbook edition is expanded to provide a comprehensive history and state-of-the-art survey for fundamental computer vision methods and deep learning. With over 800 essential references, as well as chapter-by-chapter learning assignments, b...

Table of Contents:

• Image Capture and Representation
• Image Re-processing
• Global and Regional Features
• Local Feature Design Concepts
• Taxonomy of Feature Description Attributes
• Interest Point Detector and Feature Descriptor Survey
• Ground Truth Data, Content, Metrics, and Analysis
• Vision Pipeline and Optimizations
• Feature Learning Architecture Taxonomy and Neuroscience Background
• Feature Learning and Deep Learning Architecture Survey.   .