Motion Deblurring: Algorithms and Systems
暫譯: 運動去模糊:演算法與系統
- 出版商: Cambridge
- 出版日期: 2014-07-21
- 售價: $3,010
- 貴賓價: 9.5 折 $2,860
- 語言: 英文
- 頁數: 306
- 裝訂: Hardcover
- ISBN: 1107044367
- ISBN-13: 9781107044364
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相關分類:
Algorithms-data-structures
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相關主題
商品描述
A comprehensive guide to restoring images degraded by motion blur, bridging the traditional approaches and emerging computational photography-based techniques, and bringing together a wide range of methods emerging from basic theory as well as cutting-edge research. It encompasses both algorithms and architectures, providing detailed coverage of practical techniques by leading researchers. From an algorithms perspective, blind and non-blind approaches are discussed, including the use of single or multiple images; projective motion blur model; image priors and parametric models; high dynamic range imaging in the irradiance domain; and image recognition in blur. Performance limits for motion deblurring cameras are also presented. From a systems perspective, hybrid frameworks combining low-resolution-high-speed and high-resolution-low-speed cameras are described, along with the use of inertial sensors and coded exposure cameras. Also covered is an architecture exploiting compressive sensing for video recovery. A valuable resource for researchers and practitioners in computer vision, image processing, and related fields.
商品描述(中文翻譯)
一本全面的指南,旨在恢復因運動模糊而退化的影像,橋接傳統方法與新興的計算攝影技術,並匯集來自基本理論及前沿研究的各種方法。它涵蓋了算法和架構,詳細介紹了領先研究者的實用技術。從算法的角度來看,討論了盲去模糊和非盲去模糊的方法,包括使用單張或多張影像;投影運動模糊模型;影像先驗和參數模型;在輻照度域中的高動態範圍影像;以及模糊中的影像識別。還介紹了運動去模糊相機的性能極限。從系統的角度來看,描述了結合低解析度高速度和高解析度低速度相機的混合框架,以及慣性傳感器和編碼曝光相機的使用。此外,還涵蓋了一種利用壓縮感知進行視頻恢復的架構。這是計算機視覺、影像處理及相關領域研究人員和實務工作者的寶貴資源。