{"product_id":"statistical-methods-for-image-registration-and-denoising-9781288286348","title":"Statistical Methods for Image Registration and Denoising","description":"\u003cp\u003e • Author(s): Matthew D. Sambora\u003cbr\u003e • Publisher: Biblioscholar\u003cbr\u003e • Publisher Imprint: Biblioscholar\u003cbr\u003e • BISAC: General\u003c\/p\u003e\u003cp\u003eThis dissertation describes research into image processing techniques that enhance military operational and support activities. The research extends existing work on image registration by introducing a novel method that exploits local correlations to improve the performance of projection-based image registration algorithms. The dissertation also extends the bounds on image registration performance for both projection-based and full-frame image registration algorithms and extends the Barankin bound from the one-dimensional case to the problem of two-dimensional image registration. It is demonstrated that in some instances, the Cramer-Rao lower bound is an overly-optimistic predictor of image registration performance and that under some conditions, the Barankin bound is a better predictor of shift estimator performance. The research also looks at the related problem of single-frame image denoising using block-based methods. The research introduces three algorithms that operate by identifying regions of interest within a noise-corrupted image and then generating noise free estimates of the regions as averages of similar regions in the image.\u003c\/p\u003e","brand":"Biblioscholar","offers":[{"title":"Paperback","offer_id":47573152596119,"sku":"9781288286348","price":5121.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781288286348.webp?v=1774892099","url":"https:\/\/atlanticbooks.com\/products\/statistical-methods-for-image-registration-and-denoising-9781288286348","provider":"Atlantic Books","version":"1.0","type":"link"}