Computational Analysis of Sound Scenes and Events
暫譯: 聲音場景與事件的計算分析

  • 出版商: Springer
  • 出版日期: 2017-10-02
  • 售價: $7,920
  • 貴賓價: 9.5$7,524
  • 語言: 英文
  • 頁數: 422
  • 裝訂: Hardcover
  • ISBN: 3319634496
  • ISBN-13: 9783319634494
  • 海外代購書籍(需單獨結帳)

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商品描述

This book presents computational methods for extracting the useful information from audio signals, collecting the state of the art in the field of sound event and scene analysis. The authors cover the entire procedure for developing such methods, ranging from data acquisition and labeling, through the design of taxonomies used in the systems, to signal processing methods for feature extraction and machine learning methods for sound recognition. The book also covers advanced techniques for dealing with environmental variation and multiple overlapping sound sources, and taking advantage of multiple microphones or other modalities. The book gives examples of usage scenarios in large media databases, acoustic monitoring, bioacoustics, and context-aware devices. Graphical illustrations of sound signals and their spectrographic representations are presented, as well as block diagrams and pseudocode of algorithms.

商品描述(中文翻譯)

本書介紹了從音頻信號中提取有用信息的計算方法,彙集了聲音事件和場景分析領域的最新技術。作者涵蓋了開發這些方法的整個過程,從數據獲取和標記,到系統中使用的分類法設計,再到特徵提取的信號處理方法和聲音識別的機器學習方法。本書還涵蓋了處理環境變化和多重重疊聲音源的高級技術,以及利用多個麥克風或其他模態的優勢。本書提供了在大型媒體數據庫、聲學監測、生物聲學和上下文感知設備中的使用場景示例。書中還展示了聲音信號及其聲譜圖表示的圖形插圖,以及算法的框圖和偽代碼。