Stochastic Algorithms for Visual Tracking / Distinguished Dissertations (PDF)
Probabilistic Modelling and Stochastic Algorithms for Visual Localisation and Tracking
(Sprache: Englisch)
A central problem in computer vision is to track objects as they move and deform in a video sequence. Stochastic algorithms -- in particular, particle filters and the Condensation algorithm -- have dramatically enhanced the state of the art for such visual...
sofort als Download lieferbar
eBook (pdf)
96.29 €
48 DeutschlandCard Punkte sammeln
- Lastschrift, Kreditkarte, Paypal, Rechnung
- Kostenloser tolino webreader
Produktdetails
Produktinformationen zu „Stochastic Algorithms for Visual Tracking / Distinguished Dissertations (PDF)“
A central problem in computer vision is to track objects as they move and deform in a video sequence. Stochastic algorithms -- in particular, particle filters and the Condensation algorithm -- have dramatically enhanced the state of the art for such visual tracking problems in recent years. This book presents a unified framework for visual tracking using particle filters, including the new technique of partitioned sampling which can alleviate the "curse of dimensionality" suffered by standard particle filters. The book also introduces the notion of contour likelihood: a collection of models for assessing object shape, colour and motion, which are derived from the statistical properties of image features. Because of their statistical nature, contour likelihoods are ideal for use in stochastic algorithms. A unifying theme of the book is the use of statistics and probability, which enable the final output of the algorithms presented to be interpreted as the computer's "belief" about the state of the world. The book will be of use and interest to students, researchers and practitioners in computer vision, and assumes only an elementary knowledge of probability theory.
Bibliographische Angaben
- Autor: John MacCormick
- 2012, 2002, 174 Seiten, Englisch
- Verlag: Springer, London
- ISBN-10: 1447106792
- ISBN-13: 9781447106791
- Erscheinungsdatum: 06.12.2012
Abhängig von Bildschirmgröße und eingestellter Schriftgröße kann die Seitenzahl auf Ihrem Lesegerät variieren.
eBook Informationen
- Dateiformat: PDF
- Größe: 16 MB
- Mit Kopierschutz
- Vorlesefunktion
Sprache:
Englisch
Kopierschutz
Dieses eBook können Sie uneingeschränkt auf allen Geräten der tolino Familie lesen. Zum Lesen auf sonstigen eReadern und am PC benötigen Sie eine Adobe ID.
Kommentar zu "Stochastic Algorithms for Visual Tracking / Distinguished Dissertations"
0 Gebrauchte Artikel zu „Stochastic Algorithms for Visual Tracking / Distinguished Dissertations“
Zustand | Preis | Porto | Zahlung | Verkäufer | Rating |
---|
Schreiben Sie einen Kommentar zu "Stochastic Algorithms for Visual Tracking / Distinguished Dissertations".
Kommentar verfassen