Interactive Segmentation Techniques Algorithms and Performance Evaluation

This book focuses on interactive segmentation techniques, which have been extensively studied in recent decades. Interactive segmentation emphasizes clear extraction of objects of interest, whose locations are roughly indicated by human interactions based on high level perception. This book will fir...

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Detalles Bibliográficos
Autor principal: He, Jia (-)
Autor Corporativo: SpringerLink (-)
Otros Autores: Kim, Chang-Su, Kuo, C.-C. Jay
Formato: Libro electrónico
Idioma:Inglés
Publicado: Singapore : Springer Singapore 2014.
Colección:SpringerBriefs in Electrical and Computer Engineering.
Springer eBooks.
Acceso en línea:Conectar con la versión electrónica
Ver en Universidad de Navarra:https://innopac.unav.es/record=b32724305*spi
Descripción
Sumario:This book focuses on interactive segmentation techniques, which have been extensively studied in recent decades. Interactive segmentation emphasizes clear extraction of objects of interest, whose locations are roughly indicated by human interactions based on high level perception. This book will first introduce classic graph-cut segmentation algorithms and then discuss state-of-the-art techniques, including graph matching methods, region merging and label propagation, clustering methods, and segmentation methods based on edge detection. A comparative analysis of these methods will be provided with quantitative and qualitative performance evaluation, which will be illustrated using natural and synthetic images. Also, extensive statistical performance comparisons will be made. Pros and cons of these interactive segmentation methods will be pointed out, and their applications will be discussed. There have been only a few surveys on interactive segmentation techniques, and those surveys do not cover recent state-of-the art techniques. By providing comprehensive up-to-date survey on the fast developing topic and the performance evaluation, this book can help readers learn interactive segmentation techniques quickly and thoroughly.
Descripción Física:X, 76 p., 40 il., 37 il. col
Formato:Forma de acceso: World Wide Web.
ISBN:9789814451604