Computational Knowledge Vision: The First Footprints
暫譯: 計算知識視野:第一步足跡

Zheng, Wenbo, Wang, Fei-Yue

  • 出版商: Academic Press
  • 出版日期: 2024-08-22
  • 售價: $6,990
  • 貴賓價: 9.5$6,641
  • 語言: 英文
  • 頁數: 276
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0443216193
  • ISBN-13: 9780443216190
  • 海外代購書籍(需單獨結帳)

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商品描述

Computational Knowledge Vision: The First Footprints presents a novel, advanced framework which combines structuralized knowledge and visual models. In advanced image and visual perception studies, a visual model's understanding and reasoning ability often determines whether it works well in complex scenarios. This book presents state-of-the-art mainstream vision models for visual perception. As computer vision is one of the key gateways to artificial intelligence and a significant component of modern intelligent systems, this book delves into computer vision systems that are highly specialized and very limited in their ability to do visual reasoning and causal inference. Questions naturally arise in this arena, including (1) How can human knowledge be incorporated with visual models? (2) How does human knowledge promote the performance of visual models? To address these problems, this book proposes a new framework for computer vision-computational knowledge vision.

商品描述(中文翻譯)

《計算知識視覺:第一步足跡》提出了一個新穎且先進的框架,結合了結構化知識和視覺模型。在先進的影像和視覺感知研究中,視覺模型的理解和推理能力往往決定了其在複雜場景中的表現。本書介紹了最先進的主流視覺模型,用於視覺感知。由於計算機視覺是人工智慧的關鍵入口之一,也是現代智能系統的重要組成部分,本書深入探討了計算機視覺系統,這些系統在視覺推理和因果推斷方面的能力非常專業且有限。在這個領域,自然會產生一些問題,包括 (1) 如何將人類知識與視覺模型結合? (2) 人類知識如何促進視覺模型的性能?為了解決這些問題,本書提出了一個新的計算機視覺-計算知識視覺框架。