Feature extraction and image processing for computer vision:
Feature Extraction for Image Processing and Computer Vision is an essential guide to the implementation of image processing and computer vision techniques, with tutorial introductions and sample code in MATLAB and Python. Algorithms are presented and fully explained to enable complete understanding...
Gespeichert in:
Beteiligte Personen: | , |
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Format: | Buch |
Sprache: | Englisch |
Veröffentlicht: |
London ; San Diego ; Cambridge ; Oxford
Academic Press
[2020]
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Ausgabe: | Fourth edition |
Schlagwörter: | |
Zusammenfassung: | Feature Extraction for Image Processing and Computer Vision is an essential guide to the implementation of image processing and computer vision techniques, with tutorial introductions and sample code in MATLAB and Python. Algorithms are presented and fully explained to enable complete understanding of the methods and techniques demonstrated. As one reviewer noted, "The main strength of the proposed book is the link between theory and exemplar code of the algorithms." Essential background theory is carefully explained.This text gives students and researchers in image processing and computer vision a complete introduction to classic and state-of-the art methods in feature extraction together with practical guidance on their implementation.- The only text to concentrate on feature extraction with working implementation and worked through mathematical derivations and algorithmic methods- A thorough overview of available feature extraction methods including essential background theory, shape methods, texture and deep learning- Up to date coverage of interest point detection, feature extraction and description and image representation (including frequency domain and colour)- Good balance between providing a mathematical background and practical implementation- Detailed and explanatory of algorithms in MATLAB and Python |
Umfang: | xxiv, 626 Seiten Illustrationen, Diagramme 235 mm |
ISBN: | 9780128149768 |
Internformat
MARC
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337 | |b n |2 rdamedia | ||
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520 | |a Feature Extraction for Image Processing and Computer Vision is an essential guide to the implementation of image processing and computer vision techniques, with tutorial introductions and sample code in MATLAB and Python. Algorithms are presented and fully explained to enable complete understanding of the methods and techniques demonstrated. As one reviewer noted, "The main strength of the proposed book is the link between theory and exemplar code of the algorithms." Essential background theory is carefully explained.This text gives students and researchers in image processing and computer vision a complete introduction to classic and state-of-the art methods in feature extraction together with practical guidance on their implementation.- The only text to concentrate on feature extraction with working implementation and worked through mathematical derivations and algorithmic methods- A thorough overview of available feature extraction methods including essential background theory, shape methods, texture and deep learning- Up to date coverage of interest point detection, feature extraction and description and image representation (including frequency domain and colour)- Good balance between providing a mathematical background and practical implementation- Detailed and explanatory of algorithms in MATLAB and Python | ||
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Datensatz im Suchindex
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any_adam_object | |
author | Nixon, Mark S. Aguado, Alberto S. |
author_GND | (DE-588)1077578091 |
author_facet | Nixon, Mark S. Aguado, Alberto S. |
author_role | aut aut |
author_sort | Nixon, Mark S. |
author_variant | m s n ms msn a s a as asa |
building | Verbundindex |
bvnumber | BV046421984 |
classification_rvk | ST 330 |
ctrlnum | (ELiSA)ELiSA-9780128149768 (OCoLC)1141122699 (DE-599)HBZHT020294191 |
discipline | Informatik |
edition | Fourth edition |
format | Book |
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id | DE-604.BV046421984 |
illustrated | Illustrated |
indexdate | 2024-12-20T18:51:49Z |
institution | BVB |
isbn | 9780128149768 |
language | English |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-031834398 |
oclc_num | 1141122699 |
open_access_boolean | |
owner | DE-573 |
owner_facet | DE-573 |
physical | xxiv, 626 Seiten Illustrationen, Diagramme 235 mm |
publishDate | 2020 |
publishDateSearch | 2020 |
publishDateSort | 2020 |
publisher | Academic Press |
record_format | marc |
spelling | Nixon, Mark S. Verfasser (DE-588)1077578091 aut Feature extraction and image processing for computer vision Mark S. Nixon, Alberto S. Aguado Fourth edition London ; San Diego ; Cambridge ; Oxford Academic Press [2020] © 2020 xxiv, 626 Seiten Illustrationen, Diagramme 235 mm txt rdacontent n rdamedia nc rdacarrier Feature Extraction for Image Processing and Computer Vision is an essential guide to the implementation of image processing and computer vision techniques, with tutorial introductions and sample code in MATLAB and Python. Algorithms are presented and fully explained to enable complete understanding of the methods and techniques demonstrated. As one reviewer noted, "The main strength of the proposed book is the link between theory and exemplar code of the algorithms." Essential background theory is carefully explained.This text gives students and researchers in image processing and computer vision a complete introduction to classic and state-of-the art methods in feature extraction together with practical guidance on their implementation.- The only text to concentrate on feature extraction with working implementation and worked through mathematical derivations and algorithmic methods- A thorough overview of available feature extraction methods including essential background theory, shape methods, texture and deep learning- Up to date coverage of interest point detection, feature extraction and description and image representation (including frequency domain and colour)- Good balance between providing a mathematical background and practical implementation- Detailed and explanatory of algorithms in MATLAB and Python Bildverarbeitung (DE-588)4006684-8 gnd rswk-swf Merkmalsextraktion (DE-588)4314440-8 gnd rswk-swf Maschinelles Sehen (DE-588)4129594-8 gnd rswk-swf Bildsignalverarbeitung Signalverarbeitung, Bildverarbeitung, Scanning Computer Vision Merkmalsextraktion (DE-588)4314440-8 s Bildverarbeitung (DE-588)4006684-8 s Maschinelles Sehen (DE-588)4129594-8 s DE-604 Aguado, Alberto S. Verfasser aut |
spellingShingle | Nixon, Mark S. Aguado, Alberto S. Feature extraction and image processing for computer vision Bildverarbeitung (DE-588)4006684-8 gnd Merkmalsextraktion (DE-588)4314440-8 gnd Maschinelles Sehen (DE-588)4129594-8 gnd |
subject_GND | (DE-588)4006684-8 (DE-588)4314440-8 (DE-588)4129594-8 |
title | Feature extraction and image processing for computer vision |
title_auth | Feature extraction and image processing for computer vision |
title_exact_search | Feature extraction and image processing for computer vision |
title_full | Feature extraction and image processing for computer vision Mark S. Nixon, Alberto S. Aguado |
title_fullStr | Feature extraction and image processing for computer vision Mark S. Nixon, Alberto S. Aguado |
title_full_unstemmed | Feature extraction and image processing for computer vision Mark S. Nixon, Alberto S. Aguado |
title_short | Feature extraction and image processing for computer vision |
title_sort | feature extraction and image processing for computer vision |
topic | Bildverarbeitung (DE-588)4006684-8 gnd Merkmalsextraktion (DE-588)4314440-8 gnd Maschinelles Sehen (DE-588)4129594-8 gnd |
topic_facet | Bildverarbeitung Merkmalsextraktion Maschinelles Sehen |
work_keys_str_mv | AT nixonmarks featureextractionandimageprocessingforcomputervision AT aguadoalbertos featureextractionandimageprocessingforcomputervision |