Semantic Analysis and Understanding of Human Behavior in Video Streaming
暫譯: 視頻串流中人類行為的語意分析與理解
Alberto Amato
- 出版商: Springer
- 出版日期: 2014-10-15
- 售價: $2,470
- 貴賓價: 9.5 折 $2,347
- 語言: 英文
- 頁數: 120
- 裝訂: Paperback
- ISBN: 1489996990
- ISBN-13: 9781489996992
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商品描述
Semantic Analysis and Understanding of Human Behaviour in Video Streaming investigates the semantic analysis of the human behaviour captured by video streaming, and introduces both theoretical and technological points of view. Video analysis based on the semantic content is in fact still an open issue for the computer vision research community, especially when real-time analysis of complex scenes is concerned.
This book explores an innovative, original approach to human behaviour analysis and understanding by using the syntactical symbolic analysis of images and video streaming described by means of strings of symbols. A symbol is associated to each area of the analyzed scene. When a moving object enters an area, the corresponding symbol is appended to the string describing the motion. This approach allows for characterizing the motion of a moving object with a word composed by symbols. By studying and classifying these words we can categorize and understand the various behaviours. The main advantage of this approach lies in the simplicity of the scene and motion descriptions so that the behaviour analysis will have limited computational complexity due to the intrinsic nature both of the representations and the related operations used to manipulate them. Besides, the structure of the representations is well suited for possible parallel processing, thus allowing for speeding up the analysis when appropriate hardware architectures are used. A new methodology for design systems for hierarchical high semantic level analysis of video streaming in narrow domains is also proposed. Guidelines to design your own system are provided in this book.
Designed for practitioners, computer scientists and engineers working within the fields of human computer interaction, surveillance, image processing and computer vision, this book can also be used as secondary text book for advanced-level students in computer science and engineering.
This book explores an innovative, original approach to human behaviour analysis and understanding by using the syntactical symbolic analysis of images and video streaming described by means of strings of symbols. A symbol is associated to each area of the analyzed scene. When a moving object enters an area, the corresponding symbol is appended to the string describing the motion. This approach allows for characterizing the motion of a moving object with a word composed by symbols. By studying and classifying these words we can categorize and understand the various behaviours. The main advantage of this approach lies in the simplicity of the scene and motion descriptions so that the behaviour analysis will have limited computational complexity due to the intrinsic nature both of the representations and the related operations used to manipulate them. Besides, the structure of the representations is well suited for possible parallel processing, thus allowing for speeding up the analysis when appropriate hardware architectures are used. A new methodology for design systems for hierarchical high semantic level analysis of video streaming in narrow domains is also proposed. Guidelines to design your own system are provided in this book.
Designed for practitioners, computer scientists and engineers working within the fields of human computer interaction, surveillance, image processing and computer vision, this book can also be used as secondary text book for advanced-level students in computer science and engineering.
商品描述(中文翻譯)
《視頻串流中人類行為的語意分析與理解》探討了通過視頻串流捕捉的人類行為的語意分析,並從理論和技術的角度進行介紹。基於語意內容的視頻分析實際上仍然是計算機視覺研究社群中的一個未解決問題,特別是在涉及複雜場景的即時分析時。
本書探索了一種創新且原創的人類行為分析與理解的方法,通過使用符號串的語法符號分析來描述圖像和視頻串流。每個被分析場景的區域都與一個符號相關聯。當一個移動物體進入某個區域時,對應的符號會被附加到描述運動的符號串中。這種方法允許用由符號組成的單詞來表徵移動物體的運動。通過研究和分類這些單詞,我們可以對各種行為進行分類和理解。這種方法的主要優勢在於場景和運動描述的簡單性,使得行為分析的計算複雜度有限,這是由於表示的內在特性以及用於操作它們的相關操作。此外,這些表示的結構非常適合可能的並行處理,從而在使用適當的硬體架構時加速分析。還提出了一種新的方法論,用於設計在狹窄領域中進行層次高語意級別分析的視頻串流系統。本書提供了設計您自己系統的指導方針。
本書旨在為從事人機互動、監控、圖像處理和計算機視覺領域的實務工作者、計算機科學家和工程師而設,也可作為計算機科學和工程高級學生的輔助教材。