Image Super-Resolution and Applications (Hardcover)

Fathi E. Abd El-Samie, Mohiy M. Hadhoud, Said E. El-Khamy

  • 出版商: CRC
  • 出版日期: 2012-12-15
  • 售價: $5,680
  • 貴賓價: 9.5$5,396
  • 語言: 英文
  • 頁數: 502
  • 裝訂: Hardcover
  • ISBN: 1466557966
  • ISBN-13: 9781466557963
  • 其他版本: Image Super-Resolution and Applications
  • 海外代購書籍(需單獨結帳)

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商品描述

This book is devoted to the issue of image super-resolution—obtaining high-resolution images from single or multiple low-resolution images. Although there are numerous algorithms available for image interpolation and super-resolution, there’s been a need for a book that establishes a common thread between the two processes. Filling this need, Image Super-Resolution and Applications presents image interpolation as a building block in the super-resolution reconstruction process.

Instead of approaching image interpolation as either a polynomial-based problem or an inverse problem, this book breaks the mold and compares and contrasts the two approaches. It presents two directions for image super-resolution: super-resolution with a priori information and blind super-resolution reconstruction of images. It also devotes chapters to the two complementary steps used to obtain high-resolution images: image registration and image fusion.

  • Details techniques for color image interpolation and interpolation for pattern recognition
  • Analyzes image interpolation as an inverse problem
  • Presents image registration methodologies
  • Considers image fusion and its application in image super resolution
  • Includes simulation experiments along with the required MATLAB® code

Supplying complete coverage of image-super resolution and its applications, the book illustrates applications for image interpolation and super-resolution in medical and satellite image processing. It uses MATLAB® programs to present various techniques, including polynomial image interpolation and adaptive polynomial image interpolation. MATLAB codes for most of the simulation experiments supplied in the book are included in the appendix.

商品描述(中文翻譯)

本書專注於影像超解析度的議題——從單一或多個低解析度影像中獲得高解析度影像。儘管有許多可用於影像插值和超解析度的演算法,但市場上仍然缺乏一本能夠將這兩個過程建立共同聯繫的書籍。為了填補這一需求,《影像超解析度與應用》將影像插值視為超解析度重建過程中的一個基礎組件。

本書不僅將影像插值視為多項式基礎問題或反問題,而是打破傳統,對這兩種方法進行比較和對比。它提出了影像超解析度的兩個方向:利用先驗資訊的超解析度和盲目超解析度重建影像。書中還專門設立章節,介紹獲得高解析度影像的兩個互補步驟:影像配準和影像融合。

- 詳細介紹彩色影像插值技術及模式識別的插值
- 將影像插值分析為反問題
- 提出影像配準的方法論
- 考慮影像融合及其在影像超解析度中的應用
- 包含模擬實驗及所需的MATLAB®程式碼

本書全面涵蓋影像超解析度及其應用,並展示影像插值和超解析度在醫療和衛星影像處理中的應用。它使用MATLAB®程式來呈現各種技術,包括多項式影像插值和自適應多項式影像插值。書中大多數模擬實驗的MATLAB程式碼均附在附錄中。