Digital Image Processing, 4/e (Hardcover)
暫譯: 數位影像處理 (第4版)

Rafael C. Gonzalez, Richard E. Woods

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商品描述

Introduce your students to image processing with the industry’s most prized text

For 40 years, Image Processing has been the foundational text for the study of digital image processing. The book is suited for students at the college senior and first-year graduate level with prior background in mathematical analysis, vectors, matrices, probability, statistics, linear systems, and computer programming. As in all earlier editions, the focus of this edition of the book is on fundamentals.

 

The 4th Edition, which celebrates the book’s 40th anniversary, is based on an extensive survey of faculty, students, and independent readers in 150 institutions from 30 countries. Their feedback led to expanded or new coverage of topics such as deep learning and deep neural networks, including convolutional neural nets, the scale-invariant feature transform (SIFT), maximally-stable extremal regions (MSERs), graph cuts, k-means clustering and superpixels, active contours (snakes and level sets), and exact histogram matching.  Major improvements were made in reorganizing the material on image transforms into a more cohesive presentation, and in the discussion of spatial kernels and spatial filtering.  Major revisions and additions were made to examples and homework exercises throughout the book. For the first time, we added MATLAB projects at the end of every chapter, and compiled support packages for you and your teacher containing, solutions, image databases, and sample code.   

 

The support materials for this title can be found at www.ImageProcessingPlace.com 

商品描述(中文翻譯)

向您的學生介紹影像處理的業界最受推崇的教材

在過去的40年中,影像處理一直是數位影像處理研究的基礎教材。本書適合具有數學分析、向量、矩陣、機率、統計、線性系統和電腦程式設計背景的大學四年級學生和研究所一年級學生。與之前的所有版本一樣,本書的重點仍然是基礎知識。

第四版慶祝本書40週年,基於對來自30個國家的150所機構的教職員、學生和獨立讀者進行的廣泛調查。根據他們的反饋,本版擴展或新增了深度學習和深度神經網路等主題的內容,包括卷積神經網路、尺度不變特徵變換(SIFT)、最大穩定極值區域(MSERs)、圖切割、k-均值聚類和超像素、活動輪廓(蛇形和水平集)以及精確的直方圖匹配。本書在影像變換的材料重組上進行了重大改進,使其呈現更具凝聚力,並在空間核和空間濾波的討論上也有了進步。本書中的範例和作業練習經過重大修訂和新增。首次在每章的結尾添加了MATLAB專案,並為您和您的老師編輯了包含解答、影像資料庫和範例程式碼的支援套件。

本書的支援材料可以在 www.ImageProcessingPlace.com 找到。