Selective Visual Attention: Computational Models and Applications (Hardcover)

Liming Zhang, Weisi Lin

  • 出版商: IEEE
  • 出版日期: 2013-03-05
  • 定價: $4,400
  • 售價: 9.5$4,180
  • 語言: 英文
  • 頁數: 352
  • 裝訂: Hardcover
  • ISBN: 0470828129
  • ISBN-13: 9780470828120
  • 相關分類: 人工智慧DeepLearningComputer Vision
  • 立即出貨 (庫存 < 3)

商品描述

Visual attention is a relatively new area of study combining a number of disciplines: artificial neural networks, artificial intelligence,  vision science and psychology. The aim is to build computational models similar to human vision in order to solve tough problems for many potential applications including object recognition, unmanned vehicle navigation, and image and video coding and processing. In this book, the authors provide an up to date and highly applied introduction to the topic of visual attention, aiding researchers in creating powerful computer vision systems. Areas covered include the significance of vision research, psychology and computer vision, existing computational visual attention models, and the authors' contributions on visual attention models, and applications in various image and video processing tasks.

This book is geared for graduates students and researchers in neural networks, image processing, machine learning, computer vision, and other areas of biologically inspired model building and applications. The book can also be used by practicing engineers looking for techniques involving the application of image coding, video processing, machine vision and brain-like robots to real-world systems. Other students and researchers with interdisciplinary interests will also find this book appealing.

  • Provides a key knowledge boost to developers of image processing applications
  • Is unique in emphasizing the practical utility of attention mechanisms
  • Includes a number of real-world examples that readers can implement in their own work:
  • robot navigation and object selection
  • image and video quality assessment
  • image and video coding
  • Provides codes for users to apply in practical attentional models and mechanisms

商品描述(中文翻譯)

視覺注意力是一個相對較新的研究領域,結合了多個學科:人工神經網絡、人工智能、視覺科學和心理學。其目的是建立與人類視覺類似的計算模型,以解決許多潛在應用中的難題,包括物體識別、無人載具導航以及圖像和視頻編碼與處理。在本書中,作者提供了一個最新且高度應用的視覺注意力主題介紹,幫助研究人員創建強大的計算機視覺系統。涵蓋的範圍包括視覺研究、心理學和計算機視覺的重要性,現有的計算視覺注意力模型,以及作者對視覺注意力模型的貢獻以及在各種圖像和視頻處理任務中的應用。

本書適用於神經網絡、圖像處理、機器學習、計算機視覺和其他生物啟發模型構建和應用領域的研究生和研究人員。該書還可供實踐工程師使用,尋找涉及圖像編碼、視頻處理、機器視覺和類似大腦機器人應用於實際系統的技術。其他具有跨學科興趣的學生和研究人員也會對本書感興趣。

本書的特點包括:
- 為圖像處理應用開發人員提供關鍵的知識提升
- 強調注意機制的實際應用價值
- 包含一些讀者可以在自己的工作中實施的實際案例,例如機器人導航和物體選擇、圖像和視頻質量評估、圖像和視頻編碼
- 提供用戶應用於實際注意力模型和機制的代碼。