Concise Computer Vision

An Introduction into Theory and Algorithms

Reinhard Klette (Autor)

Buch | Softcover

429 Seiten

2014 | 2014 ed.
Springer London Ltd (Verlag)
9781447163190 (ISBN)

Infos

This textbook provides an accessible general introduction to the essential topics in computer vision. Classroom-tested programming exercises and review questions are also supplied at the end of each chapter. Features: provides an introduction to the basic notation and mathematical concepts for describing an image and the key concepts for mapping an image into an image; explains the topologic and geometric basics for analysing image regions and distributions of image values and discusses identifying patterns in an image; introduces optic flow for representing dense motion and various topics in sparse motion analysis; describes special approaches for image binarization and segmentation of still images or video frames; examines the basic components of a computer vision system; reviews different techniques for vision-based 3D shape reconstruction; includes a discussion of stereo matchers and the phase-congruency model for image features; presents an introduction into classification and learning.

Autor

Dr. Reinhard Klette, FRSNZ, is a Professor at the Tamaki Innovation Campus of The University of Auckland, New Zealand. His numerous other publications include the Springer title Euclidean Shortest Paths: Exact or Approximate Algorithms.

Inhalt

1: Image Data.- 2: Image Processing.- 3: Image Analysis.- 4: Dense Motion Analysis.- 5: Image Segmentation.- 6: Cameras, Coordinates and Calibration.- 7: 3D Shape Reconstruction.- 8: Stereo Matching.- 9: Feature Detection and Tracking.- 10: Object Detection.

Produkt-Details

• Reihe/Serie: Undergraduate Topics in Computer Science
• Reihe/Serie: Undergraduate Topics in Computer Science
• Zusatzinfo: 229 Illustrations, color; 69 Illustrations, black and white; XVIII, 429 p. 298 illus., 229 illus. in color.
• Verlagsort: England
• Sprache: englisch
• Maße: 155 x 235 mm
• Themenwelt: Informatik ► Grafik / Design ► Digitale Bildverarbeitung
• Themenwelt: Mathematik / Informatik ► Informatik ► Software Entwicklung
• Themenwelt: Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
• ISBN-13: 9781447163190 / 9781447163190
• Zustand: Neuware