Foundations of computational imaging a model-based approach
Probability, estimation, and random processes -- Causal Gaussian models -- Non-causal Gaussian models -- Map estimation with Gaussian priors -- Non-Gaussian MRF models -- Map estimation with non-Gaussian priors -- Surrogate functions and majorization -- Constrained optimization and proximal methods...
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| 1. Verfasser: | |
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| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Philadelphia
SIAM, Society for Industrial and Applied Mathematics
[2022]
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| Schriftenreihe: | Other Titles in Applied Mathematics
[180] |
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| 020 | |a 9781611977134 |9 978-1-61197-713-4 | ||
| 035 | |a (OCoLC)1317738605 | ||
| 035 | |a (DE-599)BVBBV048891353 | ||
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| 100 | 1 | |a Bouman, Charles Addison |0 (DE-588)1144377609 |4 aut | |
| 245 | 1 | 0 | |a Foundations of computational imaging |b a model-based approach |c Charles A. Bouman ; Purdue Universtiy ; West Lafayette, Indiana |
| 264 | 1 | |a Philadelphia |b SIAM, Society for Industrial and Applied Mathematics |c [2022] | |
| 264 | 4 | |c © 2022 | |
| 300 | |a xi, 337 Seiten |b Illustrationen, Diagramme | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a Other Titles in Applied Mathematics |v [180] | |
| 500 | |a Includes bibliographical references and index | ||
| 520 | 3 | |a Probability, estimation, and random processes -- Causal Gaussian models -- Non-causal Gaussian models -- Map estimation with Gaussian priors -- Non-Gaussian MRF models -- Map estimation with non-Gaussian priors -- Surrogate functions and majorization -- Constrained optimization and proximal methods -- Plug-and-play and advanced priors -- Model parameter estimation -- The expectation-maximization (EM) algorithm -- Markov chains and hidden Markov models -- General MRF models -- Stochastic simulation -- Bayesian segmentation -- Poisson data models. | |
| 520 | 3 | |a This book provides a foundation for a collection of theoretical material that can serve as a common language for both researchers and practitioners of Computational Imaging. | |
| 650 | 0 | 7 | |a Maschinelles Sehen |0 (DE-588)4129594-8 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Bildverarbeitung |0 (DE-588)4006684-8 |2 gnd |9 rswk-swf |
| 653 | 0 | |a Image processing / Digital techniques / Mathematics | |
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Datensatz im Suchindex
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|---|---|
| any_adam_object | |
| author | Bouman, Charles Addison |
| author_GND | (DE-588)1144377609 |
| author_facet | Bouman, Charles Addison |
| author_role | aut |
| author_sort | Bouman, Charles Addison |
| author_variant | c a b ca cab |
| building | Verbundindex |
| bvnumber | BV048891353 |
| classification_rvk | ST 330 |
| ctrlnum | (OCoLC)1317738605 (DE-599)BVBBV048891353 |
| dewey-full | 006.6 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.6 |
| dewey-search | 006.6 |
| dewey-sort | 16.6 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| format | Book |
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| id | DE-604.BV048891353 |
| illustrated | Illustrated |
| indexdate | 2024-12-24T09:43:48Z |
| institution | BVB |
| isbn | 9781611977134 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-034155930 |
| oclc_num | 1317738605 |
| open_access_boolean | |
| owner | DE-1043 |
| owner_facet | DE-1043 |
| physical | xi, 337 Seiten Illustrationen, Diagramme |
| publishDate | 2022 |
| publishDateSearch | 2022 |
| publishDateSort | 2022 |
| publisher | SIAM, Society for Industrial and Applied Mathematics |
| record_format | marc |
| series2 | Other Titles in Applied Mathematics |
| spelling | Bouman, Charles Addison (DE-588)1144377609 aut Foundations of computational imaging a model-based approach Charles A. Bouman ; Purdue Universtiy ; West Lafayette, Indiana Philadelphia SIAM, Society for Industrial and Applied Mathematics [2022] © 2022 xi, 337 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Other Titles in Applied Mathematics [180] Includes bibliographical references and index Probability, estimation, and random processes -- Causal Gaussian models -- Non-causal Gaussian models -- Map estimation with Gaussian priors -- Non-Gaussian MRF models -- Map estimation with non-Gaussian priors -- Surrogate functions and majorization -- Constrained optimization and proximal methods -- Plug-and-play and advanced priors -- Model parameter estimation -- The expectation-maximization (EM) algorithm -- Markov chains and hidden Markov models -- General MRF models -- Stochastic simulation -- Bayesian segmentation -- Poisson data models. This book provides a foundation for a collection of theoretical material that can serve as a common language for both researchers and practitioners of Computational Imaging. Maschinelles Sehen (DE-588)4129594-8 gnd rswk-swf Bildverarbeitung (DE-588)4006684-8 gnd rswk-swf Image processing / Digital techniques / Mathematics Maschinelles Sehen (DE-588)4129594-8 s Bildverarbeitung (DE-588)4006684-8 s DE-604 Erscheint auch als Druck-Ausgabe 978-1-61197-712-7 Erscheint auch als Online-Ausgabe 978-1-61197-713-4 |
| spellingShingle | Bouman, Charles Addison Foundations of computational imaging a model-based approach Maschinelles Sehen (DE-588)4129594-8 gnd Bildverarbeitung (DE-588)4006684-8 gnd |
| subject_GND | (DE-588)4129594-8 (DE-588)4006684-8 |
| title | Foundations of computational imaging a model-based approach |
| title_auth | Foundations of computational imaging a model-based approach |
| title_exact_search | Foundations of computational imaging a model-based approach |
| title_full | Foundations of computational imaging a model-based approach Charles A. Bouman ; Purdue Universtiy ; West Lafayette, Indiana |
| title_fullStr | Foundations of computational imaging a model-based approach Charles A. Bouman ; Purdue Universtiy ; West Lafayette, Indiana |
| title_full_unstemmed | Foundations of computational imaging a model-based approach Charles A. Bouman ; Purdue Universtiy ; West Lafayette, Indiana |
| title_short | Foundations of computational imaging |
| title_sort | foundations of computational imaging a model based approach |
| title_sub | a model-based approach |
| topic | Maschinelles Sehen (DE-588)4129594-8 gnd Bildverarbeitung (DE-588)4006684-8 gnd |
| topic_facet | Maschinelles Sehen Bildverarbeitung |
| work_keys_str_mv | AT boumancharlesaddison foundationsofcomputationalimagingamodelbasedapproach |