Super-resolution imaging : Markov chain Monte Carlo and state-space approaches
234 p.
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2011
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| Online Access: | https://hdl.handle.net/10356/46816 |
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| Institution: | Nanyang Technological University |
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sg-ntu-dr.10356-468162023-07-04T16:58:07Z Super-resolution imaging : Markov chain Monte Carlo and state-space approaches Tian, Jing Ma Kai Kuang School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering 234 p. The key objective of super-resolution (SR) imaging is to reconstruct a single higher-resolution image based on a set of images, acquired from the same scene and denoted as 'low-resolution' images, to overcome the limitation and/or ill conditions of the image acquisition process for facilitating better visualization and content recog-nition. This thesis investigates two fundamental approaches—Bayesian inference via Markov chain Monte Carlo (stochastic approach) and state-space estimation (deterministic approach). DOCTOR OF PHILOSOPHY (EEE) 2011-12-23T09:57:58Z 2011-12-23T09:57:58Z 2009 2009 Thesis Tian, J. (2009). Super-resolution imaging : Markov chain Monte Carlo and state-space approaches. Doctoral thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/46816 10.32657/10356/46816 Nanyang Technological University application/pdf |
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Asia |
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Singapore Singapore |
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DRNTU::Engineering::Electrical and electronic engineering |
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DRNTU::Engineering::Electrical and electronic engineering Tian, Jing Super-resolution imaging : Markov chain Monte Carlo and state-space approaches |
| description |
234 p. |
| author2 |
Ma Kai Kuang |
| author_facet |
Ma Kai Kuang Tian, Jing |
| format |
Theses and Dissertations |
| author |
Tian, Jing |
| author_sort |
Tian, Jing |
| title |
Super-resolution imaging : Markov chain Monte Carlo and state-space approaches |
| title_short |
Super-resolution imaging : Markov chain Monte Carlo and state-space approaches |
| title_full |
Super-resolution imaging : Markov chain Monte Carlo and state-space approaches |
| title_fullStr |
Super-resolution imaging : Markov chain Monte Carlo and state-space approaches |
| title_full_unstemmed |
Super-resolution imaging : Markov chain Monte Carlo and state-space approaches |
| title_sort |
super-resolution imaging : markov chain monte carlo and state-space approaches |
| publishDate |
2011 |
| url |
https://hdl.handle.net/10356/46816 |
| _version_ |
1772826619383119872 |