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Computer Vision Metrics

Computer Vision Metrics


Download free course Computer Vision Metrics, pdf file on 498 pages by Scott Krig.
Computer Vision Metrics provides an extensive survey and analysis of over 100 current and historical feature description and machine vision methods, with a detailed taxonomy for local, regional and global features. This book provides necessary background to develop intuition about why interest point detectors and feature descriptors actually work, how they are designed, with observations about tuning the methods for achieving robustness and invariance targets for specific applications. The survey is broader than it is deep, with over 540 references provided to dig deeper. The taxonomy includes search methods, spectra components, descriptor representation, shape, distance functions, accuracy, efficiency, robustness and invariance attributes, and more. Rather than providing 'how-to' source code examples and shortcuts, this book provides a counterpoint discussion to the many fine opencv community source code resources available for hands-on practitioners.

Table of contents

  • Image Capture and Representation
  • Image Pre-Processing
  • Global and Regional Features
  • Local Feature Design Concepts, Classification, and Learning
  • Taxonomy of Feature Description Attributes
  • Interest Point Detector and Feature Descriptor Survey
  • Ground Truth Data, Content, Metrics, and Analysis
  • Vision Pipelines and Optimizations
  • Synthetic Feature Analysis
  • Survey of Ground Truth Datasets
  • Imaging and Computer Vision Resources
  • Extended SDM Metrics
  •  

Pages : 498
File type : PDF
Downloads: 10
Submitted On: 2022-02-01
License: CC BY-NC-ND
Author(s): Scott Krig

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