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
Size : 16.2 MB
File type : PDF
Downloads: 81
Created: 2022-02-01
License: CC BY-NC-ND
Author(s): Scott Krig
Computer Vision Metrics

Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233

Others computer Tutorials

Managed Software Evolution

CyberParks – The Interface Between People, Places and Technology

Learning Haskell

MSIX Succinctly

Learning R

Others related eBooks about Computer Vision Metrics

Fundamentals of computer architecture

Download tutorial in PDF about the fundamentals of computer architecture ,it's a free training document under 290 pages for experienced users by Mostafa Abd-El-Barr and Hesham El-Rewini....

Computer and Information Sciences

Download free course Computer and Information Sciences, pdf file on 280 pages by Tadeusz Czachórski, Erol Gelenbe, Krzysztof Grochla, Ricardo Lent....

Probability and Statistics for Computer Science

Download free course Probability and Statistics for Computer Science, pdf file on 374 pages by David Forsyth....

Learning Zeromq

Download free course Learning Zeromq, pdf file on 318 pages by Pieter Hintjens....

How To Build Your Own PC

We'll walk you through everything you need to know to build your own PC. This is a free Building PC PDF tutorial in 19 chapters and 26 pages....

The Computers That Made Britain

Download free course The Computers That Made Britain, pdf file on 297 pages by Tim Danton....

DRAM: Architectures, Interfaces, and Systems

...

Intelligent Human Computer Interaction

Download free course Intelligent Human Computer Interaction, pdf file on 227 pages by Patrick Horain, Catherine Achard, Malik Mallem....

Basic Computer Hardware Tutorial

Download Basic Computer Hardware Tutorial, training document in pdf intended to beginners....

Computer Aided Verification

Download free course Computer Aided Verification, pdf file on 680 pages by Isil Dillig, Serdar Tasiran....