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Feature Coding for Image Representation and Recognition - Yongzhen Huang,Tieniu Tan

englanti
2015-01-22
63,51 € 84,68 €

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Toimitus 15-21 arkipäivässä

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This brief presents a comprehensive introduction to feature coding, which serves as a key module for the typical object recognition pipeline. The text offers a rich blend of theory and practice while reflects the recent developments on feature coding, covering the following five aspects: (1) Review the state-of-the-art, analyzing the motivations and mathematical representations of various feature coding met ... Täydellinen kuvaus

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This brief presents a comprehensive introduction to feature coding, which serves as a key module for the typical object recognition pipeline. The text offers a rich blend of theory and practice while reflects the recent developments on feature coding, covering the following five aspects: (1) Review the state-of-the-art, analyzing the motivations and mathematical representations of various feature coding methods; (2) Explore how various feature coding algorithms evolve along years; (3) Summarize the main characteristics of typical feature coding algorithms and categorize them accordingly; (4) Discuss the applications of feature coding in different visual tasks, analyze the influence of some key factors in feature coding with intensive experimental studies; (5) Provide the suggestions of how to apply different feature coding methods and forecast the potential directions for future work on the topic. It is suitable for students, researchers, practitioners interested in object recognition.

Lisätietoja

Kirjoittaja Yongzhen Huang, Tieniu Tan
Julkaisija Springer Berlin Heidelberg
Series SpringerBriefs in Computer Science
Julkaisuvuosi 2015
Kannen tyyppi Pehmeäkantinen
EAN 9783662449998
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63,51 € 84,68 €