Interactive Segmentation Techniques: Algorithms and Performance Evaluation
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
2014
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| Schriftenreihe: | SpringerBriefs in Electrical and Computer Engineering
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| Schlagworte: | |
| Online-Zugang: | BTU01 FHA01 FHI01 FHN01 FHR01 FKE01 FRO01 FWS01 FWS02 UBY01 Volltext Inhaltsverzeichnis Abstract |
| Beschreibung: | 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 |
| Beschreibung: | 1 Online-Ressource (X, 76 p.) 40 illus., 37 illus. in color |
| ISBN: | 9789814451604 |
| DOI: | 10.1007/978-981-4451-60-4 |
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Datensatz im Suchindex
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| adam_text | INTERACTIVE SEGMENTATION TECHNIQUES
/ HE, JIA
: 2014
TABLE OF CONTENTS / INHALTSVERZEICHNIS
INTRODUCTION
OVERVIEW AND CLASSIFICATION OF INTERACTIVE SEGMENTATION METHODS
INTERACTIVE SEGMENTATION ALGORITHMS
PERFORMANCE EVALUATION
CONCLUSION AND FUTURE WORK
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
INTERACTIVE SEGMENTATION TECHNIQUES
/ HE, JIA
: 2014
ABSTRACT / INHALTSTEXT
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
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
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| author | He, Jia |
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| id | DE-604.BV041471118 |
| illustrated | Illustrated |
| indexdate | 2024-08-01T10:55:48Z |
| institution | BVB |
| isbn | 9789814451604 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-026917260 |
| oclc_num | 891515693 |
| open_access_boolean | |
| owner | DE-Aug4 DE-92 DE-634 DE-859 DE-898 DE-BY-UBR DE-573 DE-861 DE-706 DE-863 DE-BY-FWS DE-862 DE-BY-FWS |
| owner_facet | DE-Aug4 DE-92 DE-634 DE-859 DE-898 DE-BY-UBR DE-573 DE-861 DE-706 DE-863 DE-BY-FWS DE-862 DE-BY-FWS |
| physical | 1 Online-Ressource (X, 76 p.) 40 illus., 37 illus. in color |
| psigel | ZDB-2-ENG |
| publishDate | 2014 |
| publishDateSearch | 2014 |
| publishDateSort | 2014 |
| record_format | marc |
| series2 | SpringerBriefs in Electrical and Computer Engineering |
| spellingShingle | He, Jia Interactive Segmentation Techniques Algorithms and Performance Evaluation Introduction -- Overview and classification of interactive segmentation methods -- Interactive segmentation algorithms -- Performance evaluation -- Conclusion and future work Engineering Computer science Computer vision Signal, Image and Speech Processing Image Processing and Computer Vision User Interfaces and Human Computer Interaction Informatik Ingenieurwissenschaften |
| title | Interactive Segmentation Techniques Algorithms and Performance Evaluation |
| title_auth | Interactive Segmentation Techniques Algorithms and Performance Evaluation |
| title_exact_search | Interactive Segmentation Techniques Algorithms and Performance Evaluation |
| title_full | Interactive Segmentation Techniques Algorithms and Performance Evaluation by Jia He, Chang-Su Kim, C.-C. Jay Kuo |
| title_fullStr | Interactive Segmentation Techniques Algorithms and Performance Evaluation by Jia He, Chang-Su Kim, C.-C. Jay Kuo |
| title_full_unstemmed | Interactive Segmentation Techniques Algorithms and Performance Evaluation by Jia He, Chang-Su Kim, C.-C. Jay Kuo |
| title_short | Interactive Segmentation Techniques |
| title_sort | interactive segmentation techniques algorithms and performance evaluation |
| title_sub | Algorithms and Performance Evaluation |
| topic | Engineering Computer science Computer vision Signal, Image and Speech Processing Image Processing and Computer Vision User Interfaces and Human Computer Interaction Informatik Ingenieurwissenschaften |
| topic_facet | Engineering Computer science Computer vision Signal, Image and Speech Processing Image Processing and Computer Vision User Interfaces and Human Computer Interaction Informatik Ingenieurwissenschaften |
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