Recent Advances in Image Restoration with Applications to Real World Problems

In the past few decades, imaging hardware has improved tremendously in terms of resolution, making widespread usage of images in many diverse applications on Earth and planetary missions. However, practical issues associated with image acquisition are still affecting image quality. Some of these iss...

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Språk:engelska
Utgiven: IntechOpen 2021
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collection Directory of Open Access Books
description In the past few decades, imaging hardware has improved tremendously in terms of resolution, making widespread usage of images in many diverse applications on Earth and planetary missions. However, practical issues associated with image acquisition are still affecting image quality. Some of these issues such as blurring, measurement noise, mosaicing artifacts, low spatial or spectral resolution, etc. can seriously affect the accuracy of the aforementioned applications. This book intends to provide the reader with a glimpse of the latest developments and recent advances in image restoration, which includes image super-resolution, image fusion to enhance spatial, spectral resolution, and temporal resolutions, and the generation of synthetic images using deep learning techniques. Some practical applications are also included.
format Online
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institution Directory of Open Access Books
language eng
publishDate 2021
publishDateRange 2021
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publisher IntechOpen
publisherStr IntechOpen
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spelling doab-20.500.12854ir-677432024-04-14T10:28:29Z Recent Advances in Image Restoration with Applications to Real World Problems Kwan, Chiman Image processing thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence::UYQV Computer vision In the past few decades, imaging hardware has improved tremendously in terms of resolution, making widespread usage of images in many diverse applications on Earth and planetary missions. However, practical issues associated with image acquisition are still affecting image quality. Some of these issues such as blurring, measurement noise, mosaicing artifacts, low spatial or spectral resolution, etc. can seriously affect the accuracy of the aforementioned applications. This book intends to provide the reader with a glimpse of the latest developments and recent advances in image restoration, which includes image super-resolution, image fusion to enhance spatial, spectral resolution, and temporal resolutions, and the generation of synthetic images using deep learning techniques. Some practical applications are also included. 2021-04-20T16:24:21Z 2021-04-20T16:24:21Z 2020 book ONIX_20210420_9781839683565_3103 9781839683565 9781839683558 9781839683572 https://directory.doabooks.org/handle/20.500.12854/67743 eng image/jpeg Attribution-NonCommercial 4.0 International https://www.intechopen.com/books https://mts.intechopen.com/storage/books/10174/authors_book/authors_book.pdf IntechOpen IntechOpen 10.5772/intechopen.90607 10.5772/intechopen.90607 78a36484-2c0c-47cb-ad67-2b9f5cd4a8f6 9781839683565 9781839683558 9781839683572 IntechOpen 178 open access
spellingShingle Image processing
thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence::UYQV Computer vision
Recent Advances in Image Restoration with Applications to Real World Problems
title Recent Advances in Image Restoration with Applications to Real World Problems
title_full Recent Advances in Image Restoration with Applications to Real World Problems
title_fullStr Recent Advances in Image Restoration with Applications to Real World Problems
title_full_unstemmed Recent Advances in Image Restoration with Applications to Real World Problems
title_short Recent Advances in Image Restoration with Applications to Real World Problems
title_sort recent advances in image restoration with applications to real world problems
topic Image processing
thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence::UYQV Computer vision
topic_facet Image processing
thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence::UYQV Computer vision
url ONIX_20210420_9781839683565_3103