Night Vision Processing and Understanding
暫譯: 夜視影像處理與理解
Lianfa Bai, Jing Han, Jiang Yue
- 出版商: Springer
- 出版日期: 2019-01-24
- 售價: $6,400
- 貴賓價: 9.5 折 $6,080
- 語言: 英文
- 頁數: 266
- 裝訂: Hardcover
- ISBN: 9811316686
- ISBN-13: 9789811316685
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商品描述
This book systematically analyses the latest insights into night vision imaging processing and perceptual understanding as well as related theories and methods. The algorithm model and hardware system provided can be used as the reference basis for the general design, algorithm design and hardware design of photoelectric systems. Focusing on the differences in the imaging environment, target characteristics, and imaging methods, this book discusses multi-spectral and video data, and investigates a variety of information mining and perceptual understanding algorithms. It also assesses different processing methods for multiple types of scenes and targets.
Taking into account the needs of scientists and technicians engaged in night vision optoelectronic imaging detection research, the book incorporates the latest international technical methods. The content fully reflects the technical significance and dynamics of the new field of night vision. The eight chapters cover topics including multispectral imaging, Hadamard transform spectrometry; dimensionality reduction, data mining, data analysis, feature classification, feature learning; computer vision, image understanding, target recognition, object detection and colorization algorithms, which reflect the main areas of research in artificial intelligence in night vision.
The book enables readers to grasp the novelty and practicality of the field and to develop their ability to connect theory with real-world applications. It also provides the necessary foundation to allow them to conduct research in the field and adapt to new technological developments in the future.
商品描述(中文翻譯)
本書系統性地分析了夜視影像處理和感知理解的最新見解,以及相關的理論和方法。所提供的演算法模型和硬體系統可作為光電系統的一般設計、演算法設計和硬體設計的參考基礎。本書專注於影像環境、目標特徵和影像方法的差異,討論多光譜和視頻數據,並研究各種資訊挖掘和感知理解演算法。它還評估了針對多種類型場景和目標的不同處理方法。
考慮到從事夜視光電影像檢測研究的科學家和技術人員的需求,本書融入了最新的國際技術方法。內容充分反映了夜視新領域的技術意義和動態。八個章節涵蓋了多光譜影像、哈達瑪變換光譜學;降維、數據挖掘、數據分析、特徵分類、特徵學習;計算機視覺、影像理解、目標識別、物體檢測和上色演算法,這些反映了夜視人工智慧研究的主要領域。
本書使讀者能夠掌握該領域的新穎性和實用性,並發展將理論與實際應用相結合的能力。它還提供了必要的基礎,使他們能夠在該領域進行研究,並適應未來的新技術發展。