Remote Sensing Image Fusion (Signal and Image Processing of Earth Observations) Hardcover
暫譯: 遙感影像融合(地球觀測的信號與影像處理)精裝版
Luciano Alparone, Bruno Aiazzi, Stefano Baronti, Andrea Garzelli
- 出版商: CRC
- 出版日期: 2015-03-02
- 售價: $6,500
- 貴賓價: 9.5 折 $6,175
- 語言: 英文
- 頁數: 342
- 裝訂: Hardcover
- ISBN: 1466587490
- ISBN-13: 9781466587496
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商品描述
A synthesis of more than ten years of experience, Remote Sensing Image Fusion covers methods specifically designed for remote sensing imagery. The authors supply a comprehensive classification system and rigorous mathematical description of advanced and state-of-the-art methods for pansharpening of multispectral images, fusion of hyperspectral and panchromatic images, and fusion of data from heterogeneous sensors such as optical and synthetic aperture radar (SAR) images and integration of thermal and visible/near-infrared images. They also explore new trends of signal/image processing, such as compressive sensing and sparse signal representations.
The book brings a new perspective to a multidisciplinary research field that is becoming increasingly articulate and comprehensive. It fosters signal/image processing methodologies toward the goal of information extraction, either by humans or by machines, from remotely sensed images. The authors explain how relatively simple processing methods tailored to the specific features of the images may be winning in terms of reliable performance over more complex algorithms based on mathematical theories and models unconstrained from the physical behaviors of the instruments.
Ultimately, the book covers the births and developments of three generations of RS image fusion. Established textbooks are mainly concerned with the earliest generation of methods. This book focuses on second generation methods you can use now and new trends that may become third generation methods. Only the lessons learned with second generation methods will be capable of fostering the excellence among the myriad of methods that are proposed almost every day by the scientific literature.
商品描述(中文翻譯)
《遙感影像融合》是十多年經驗的綜合體,涵蓋了專門為遙感影像設計的方法。作者提供了一個全面的分類系統和嚴謹的數學描述,針對多光譜影像的全色化(pansharpening)、高光譜與全色影像的融合,以及來自異質感測器(如光學影像和合成孔徑雷達(SAR)影像)數據的融合,還有熱影像與可見/近紅外影像的整合。他們還探討了信號/影像處理的新趨勢,如壓縮感知(compressive sensing)和稀疏信號表示(sparse signal representations)。
本書為一個日益清晰且全面的多學科研究領域帶來了新的視角。它促進了信號/影像處理方法論,旨在從遙感影像中提取信息,無論是由人類還是機器進行。作者解釋了相對簡單的處理方法如何針對影像的特定特徵進行調整,並在可靠性表現上勝過基於數學理論和模型的更複雜算法,這些算法未必受到儀器物理行為的限制。
最終,本書涵蓋了三代遙感影像融合的誕生與發展。現有的教科書主要關注於最早一代的方法。本書則專注於您現在可以使用的第二代方法以及可能成為第三代方法的新趨勢。只有從第二代方法中學到的教訓,才能在幾乎每天都由科學文獻提出的眾多方法中促進卓越。