Signal Processing Methods for Music Transcription

Anssi Klapuri, Manuel Davy (Herausgeber)

Buch | Hardcover
440 Seiten
2006 | 2006 ed.
Springer-Verlag New York Inc.
978-0-387-30667-4 (ISBN)

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Signal Processing Methods for Music Transcription -
213,99 inkl. MwSt
Suitable for researchers and graduate students in signal processing, computer science, acoustics and music.
Signal Processing Methods for Music Transcription is the first book dedicated to uniting research related to signal processing algorithms and models for various aspects of music transcription such as pitch analysis, rhythm analysis, percussion transcription, source separation, instrument recognition, and music structure analysis. Following a clearly structured pattern, each chapter provides a comprehensive review of the existing methods for a certain subtopic while covering the most important state-of-the-art methods in detail. The concrete algorithms and formulas are clearly defined and can be easily implemented and tested. A number of approaches are covered, including, for example, statistical methods, perceptually-motivated methods, and unsupervised learning methods. The text is enhanced by a common reference and index.

Foundations.- to Music Transcription.- An Introduction to Statistical Signal Processing and Spectrum Estimation.- Sparse Adaptive Representations for Musical Signals.- Rhythm and Timbre Analysis.- Beat Tracking and Musical Metre Analysis.- Unpitched Percussion Transcription.- Automatic Classification of Pitched Musical Instrument Sounds.- Multiple Fundamental Frequency Analysis.- Multiple Fundamental Frequency Estimation Based on Generative Models.- Auditory Model-Based Methods for Multiple Fundamental Frequency Estimation.- Unsupervised Learning Methods for Source Separation in Monaural Music Signals.- Entire Systems, Acoustic and Musicological Modelling.- Auditory Scene Analysis in Music Signals.- Music Scene Description.- Singing Transcription.

Zusatzinfo 124 Illustrations, black and white; XII, 440 p. 124 illus.
Verlagsort New York, NY
Sprache englisch
Maße 155 x 235 mm
Themenwelt Mathematik / Informatik Informatik
Technik Elektrotechnik / Energietechnik
ISBN-10 0-387-30667-6 / 0387306676
ISBN-13 978-0-387-30667-4 / 9780387306674
Zustand Neuware
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