Introduction to Digital Image Processing (Hardcover)
暫譯: 數位影像處理導論 (精裝版)
William K. Pratt
- 出版商: CRC
- 出版日期: 2013-09-13
- 定價: $1,500
- 售價: 9.8 折 $1,470
- 語言: 英文
- 頁數: 756
- 裝訂: Hardcover
- ISBN: 1482216698
- ISBN-13: 9781482216691
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相關分類:
數位影像處理 Digital-image
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商品描述
The subject of digital image processing has migrated from a graduate to a junior or senior level course as students become more proficient in mathematical background earlier in their college education. With that in mind, Introduction to Digital Image Processing is simpler in terms of mathematical derivations and eliminates derivations of advanced subjects. Most importantly, the textbook contains an extensive set of programming exercises for students.
The textbook examines the basic technologies needed to support image processing applications, including the characterization of continuous images, image sampling and quantization techniques, and two-dimensional signal processing techniques. It then covers the two principle areas of image processing: image enhancement and restoration techniques and extraction of information from an image. It concludes with discussions of image and video compression.
- Covers the mathematical representation of continuous images and discrete images
- Discusses the psychophysical properties of human vision
- Analyzes and compares linear processing techniques implemented by direct convolution and Fourier domain filtering
- Details restoration models, point and spatial restoration and geometrical image modification
- Includes morphological image processing, edge detection, image feature extraction, image segmentation, object shape analysis, and object detection
- Describes coding technique applicable to still image and video coding based upon point and spatial processing
- Outlines the widely adopted JPEG and MPEG still image and video coding standards
The author’s accessible style provides historical background on the development of image processing techniques as well as a theoretical exposition. The inclusion of numerous exercises fully prepares students for further study.
商品描述(中文翻譯)
數位影像處理的主題已從研究生課程轉移到大學的低年級或高年級課程,因為學生在大學教育的早期階段對數學背景的掌握變得更加熟練。考慮到這一點,數位影像處理導論 在數學推導方面較為簡單,並省略了高級主題的推導。最重要的是,這本教科書包含了大量的程式設計練習,供學生使用。
這本教科書探討了支持影像處理應用所需的基本技術,包括連續影像的特徵描述、影像取樣和量化技術,以及二維信號處理技術。接著,它涵蓋了影像處理的兩個主要領域:影像增強和修復技術,以及從影像中提取資訊。最後,討論了影像和視頻壓縮的相關內容。
- 涵蓋連續影像和離散影像的數學表示
- 討論人類視覺的心理物理特性
- 分析並比較通過直接卷積和傅立葉域濾波實現的線性處理技術
- 詳細介紹修復模型、點狀和空間修復以及幾何影像修改
- 包括形態學影像處理、邊緣檢測、影像特徵提取、影像分割、物體形狀分析和物體檢測
- 描述適用於靜態影像和視頻編碼的編碼技術,基於點狀和空間處理
- 概述廣泛採用的JPEG和MPEG靜態影像及視頻編碼標準
作者的易讀風格提供了影像處理技術發展的歷史背景以及理論闡述。包含的眾多練習充分準備學生進一步的學習。