Computer Vision: Algorithms and Applications

简介:
作为人类,我们可以轻松地感知周围世界的三维结构。然而,尽管计算机视觉研究最近取得了所有进展,但让计算机以与两岁孩子相同的水平解释图像的梦想仍然难以实现。为什么计算机视觉是一个具有挑战性的问题,目前的技术水平是什么?
计算机视觉: 算法和应用探讨了各种常用于分析和解释图像的技术。它还描述了具有挑战性的现实世界的应用程序,视觉正在成功地使用,无论是专门的应用程序,如医学成像和有趣的消费级任务,如图像编辑和拼接,学生可以应用到自己的个人照片和视频。
不仅仅是 “食谱” 的来源,本文/参考文献还采用科学的方法来解决基本的视觉问题,在反转成像过程之前制定成像过程的物理模型,以产生最佳的场景描述。本书中介绍了练习,重点是测试算法。
适用于计算机视觉的本科或研究生课程,这本教科书侧重于在现实条件下工作的基本技术,并鼓励学生推动他们的创造性边界。
英文简介:
This book also reflect my twenty years' experience doing computer vision research in corporate research labs, mostly at Digital Equipment Corporation's Cambridge Research Lab and at Microsoft Research. In pursuing my work, I have mostly focused on problems and solution techniques (algorithms) that have practical real-world applications and that work well in practice. Thus, this book has more emphasis on basic techniques that work under real-world conditions, and less on more esoteric mathematics that has intrinsic elegance but less practical applicability.
This book is suitable for teaching a senior-level undergraduate course in computer vision to students in both computer science and electrical engineering. I prefer students that have either an image processing or a computer graphics course as a prerequisite so that they can spend less time learning general background mathematics and more time studying computer vision techniques. The book is also suitable for teaching graduate-level courses in computer vision (by delving into the more demanding application and algorithmic areas), and as a general reference to fundamental techniques and recent research literature. To this end, I have attempted wherever possible to at least cite the newest research in each sub-field, even if the technical details are too complex to cover in the book itself.
- 书名
- Computer Vision: Algorithms and Applications
- 译名
- 计算机视觉:算法与应用
- 语言
- 英语
- 年份
- 2010
- 页数
- 979页
- 大小
- 22.02 MB
- 标签
- 计算机视觉
- 计算机图形学
- 算法
- 下载
Computer Vision: Algorithms and Applications.pdf
- 密码
- 65536
最后更新:2025-04-12 23:57:39