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Optimization for computer vision : an introduction to core concepts and methods /
Optimization plays an invaluable role in the exciting and rapidly developing field of computer vision, yet this importance is often overlooked in the literature. This practical and authoritative text/reference presents a broad introduction to the optimization methods used specifically in computer vi...
| Clasificación: | Libro Electrónico |
|---|---|
| Autor principal: | |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
New York :
Springer,
[2013]
|
| Colección: | Advances in computer vision and pattern recognition.
|
| Temas: | |
| Acceso en línea: | Texto completo |
MARC
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| 100 | 1 | |a Treiber, Marco, |e author. | |
| 245 | 1 | 0 | |a Optimization for computer vision : |b an introduction to core concepts and methods / |c Marco Alexander Treiber. |
| 264 | 1 | |a New York : |b Springer, |c [2013] | |
| 300 | |a 1 online resource (xi, 257 pages) : |b illustrations (some color) | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
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| 490 | 1 | |a Advances in computer vision and pattern recognition, |x 2191-6586 | |
| 504 | |a Includes bibliographical references and index. | ||
| 588 | 0 | |a Online resource; title from PDF title page (SpringerLink, viewed July 24, 2013). | |
| 505 | 0 | |a Introduction -- Continuous Optimization -- Linear Programming and the Simplex Method -- Variational Methods -- Correspondence Problems -- Graph Cuts -- Dynamic Programming. | |
| 520 | |a Optimization plays an invaluable role in the exciting and rapidly developing field of computer vision, yet this importance is often overlooked in the literature. This practical and authoritative text/reference presents a broad introduction to the optimization methods used specifically in computer vision. In order to facilitate understanding, the presentation of the methods is supplemented by simple flow charts, followed by pseudocode implementations that reveal deeper insights into their mode of operation. These discussions are further supported by examples taken from important applications in computer vision. Topics and features: Provides a comprehensive overview of computer vision-related optimization Covers a range of techniques from classical iterative multidimensional optimization to cutting-edge topics of graph cuts and GPU-suited total variation-based optimization Describes in detail the optimization methods employed in computer vision applications Illuminates key concepts with clearly written and step-by-step explanations Presents detailed information on implementation, including pseudocode for most methods This easy-to-follow and applications-focused book is an essential resource for researchers and practitioners seeking guidance on implementing specific methods in computer vision. Marco Alexander Treiber is a software developer at ASM Assembly Systems, Munich, Germany, where he is Technical Lead in Image Processing for the Vision System of SiPlace placement machines, used in SMT assembly. Among his other publications is the successful Springer title An Introduction to Object Recognition. | ||
| 588 | 0 | |a Print version record. | |
| 546 | |a English. | ||
| 590 | |a ProQuest Ebook Central |b Ebook Central Academic Complete | ||
| 650 | 0 | |a Computer vision |x Mathematics. | |
| 650 | 0 | |a Mathematical optimization. | |
| 650 | 0 | |a Artificial intelligence. | |
| 650 | 0 | |a Mathematics. | |
| 650 | 2 | |a Artificial Intelligence | |
| 650 | 2 | |a Mathematical Computing | |
| 650 | 2 | |a Mathematics | |
| 650 | 6 | |a Vision par ordinateur |x Mathématiques. | |
| 650 | 6 | |a Optimisation mathématique. | |
| 650 | 6 | |a Intelligence artificielle. | |
| 650 | 6 | |a Mathématiques. | |
| 650 | 7 | |a artificial intelligence. |2 aat | |
| 650 | 7 | |a COMPUTERS |x Computer Vision & Pattern Recognition. |2 bisacsh | |
| 650 | 7 | |a Mathematics |2 fast | |
| 650 | 7 | |a Artificial intelligence |2 fast | |
| 650 | 7 | |a Mathematical optimization |2 fast | |
| 653 | 4 | |a Computer science. | |
| 653 | 4 | |a Computer vision. | |
| 653 | 4 | |a Mathematical optimization. | |
| 653 | 4 | |a Image Processing and Computer Vision. | |
| 653 | 4 | |a Optimization. | |
| 653 | 0 | 0 | |a computerwetenschappen |
| 653 | 0 | 0 | |a computer sciences |
| 653 | 0 | 0 | |a beeldverwerking |
| 653 | 0 | 0 | |a image processing |
| 653 | 0 | 0 | |a machine vision |
| 653 | 0 | 0 | |a optimalisatie |
| 653 | 1 | 0 | |a Information and Communication Technology (General) |
| 653 | 1 | 0 | |a Informatie- en communicatietechnologie (algemeen) |
| 758 | |i has work: |a Optimization for computer vision (Text) |1 https://id.oclc.org/worldcat/entity/E39PCH3ccKtWqTyPmbpYjpYHG3 |4 https://id.oclc.org/worldcat/ontology/hasWork | ||
| 773 | 0 | |t Springer eBooks | |
| 776 | 0 | 8 | |i Print version: |a Treiber, Marco. |t Optimization for computer vision. Treiber, Marco Alexander. |d New York : Springer, 2013 |z 9781447152828 |w (DLC) 2013943987 |w (OCoLC)864908084 |
| 830 | 0 | |a Advances in computer vision and pattern recognition. | |
| 856 | 4 | 0 | |u https://ebookcentral.uam.elogim.com/lib/uam-ebooks/detail.action?docID=1398383 |z Texto completo |
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