Evolutionary Computer Vision: The First Footprints (Natural Computing Series)
暫譯: 進化計算機視覺:第一步足跡(自然計算系列)

Gustavo Olague

  • 出版商: Springer
  • 出版日期: 2016-10-07
  • 售價: $2,420
  • 貴賓價: 9.5$2,299
  • 語言: 英文
  • 頁數: 411
  • 裝訂: Hardcover
  • ISBN: 3662436922
  • ISBN-13: 9783662436929
  • 相關分類: Computer Vision
  • 海外代購書籍(需單獨結帳)

商品描述

This book explains the theory and application of evolutionary computer vision, a new paradigm where challenging vision problems can be approached using the techniques of evolutionary computing. This methodology achieves excellent results for defining fitness functions and representations for problems by merging evolutionary computation with mathematical optimization to produce automatic creation of emerging visual behaviors.

In the first part of the book the author surveys the literature in concise form, defines the relevant terminology, and offers historical and philosophical motivations for the key research problems in the field. For researchers from the computer vision community, he offers a simple introduction to the evolutionary computing paradigm. The second part of the book focuses on implementing evolutionary algorithms that solve given problems using working programs in the major fields of low-, intermediate- and high-level computer vision.

This book will be of value to researchers, engineers, and students in the fields of computer vision, evolutionary computing, robotics, biologically inspired mechatronics, electronics engineering, control, and artificial intelligence.

商品描述(中文翻譯)

這本書解釋了進化計算機視覺的理論和應用,這是一種新範式,透過進化計算技術來解決具有挑戰性的視覺問題。這種方法通過將進化計算與數學優化相結合,實現了在定義適應度函數和問題表示方面的優異結果,從而自動創造出新興的視覺行為。

在書的第一部分,作者以簡潔的形式回顧了相關文獻,定義了相關術語,並提供了該領域關鍵研究問題的歷史和哲學動機。對於計算機視覺社群的研究人員,他提供了進化計算範式的簡單介紹。書的第二部分專注於實現進化算法,這些算法使用主要領域的工作程序來解決給定問題,包括低階、中階和高階計算機視覺。

這本書對於計算機視覺、進化計算、機器人技術、生物啟發的機電一體化、電子工程、控制和人工智慧等領域的研究人員、工程師和學生將具有價值。