Intelligent Audio Analysis
Seiten
2015
|
2013
Springer Berlin (Verlag)
978-3-642-44277-3 (ISBN)
Springer Berlin (Verlag)
978-3-642-44277-3 (ISBN)
This book discusses the typical Intelligent Audio Analysis chain running from audio data to features to recognition. Offers several applications in speech, music, and general sound, plus benchmark results and standardized test-beds for audio analysis tasks.
This book provides the reader with the knowledge necessary for comprehension of the field of Intelligent Audio Analysis. It firstly introduces standard methods and discusses the typical Intelligent Audio Analysis chain going from audio data to audio features to audio recognition. Further, an introduction to audio source separation, and enhancement and robustness are given.
After the introductory parts, the book shows several applications for the three types of audio: speech, music, and general sound. Each task is shortly introduced, followed by a description of the specific data and methods applied, experiments and results, and a conclusion for this specific task.
The books provides benchmark results and standardized test-beds for a broader range of audio analysis tasks. The main focus thereby lies on the parallel advancement of realism in audio analysis, as too often today's results are overly optimistic owing to idealized testing conditions, and it serves to stimulate synergies arising from transfer of methods and leads to a holistic audio analysis.
This book provides the reader with the knowledge necessary for comprehension of the field of Intelligent Audio Analysis. It firstly introduces standard methods and discusses the typical Intelligent Audio Analysis chain going from audio data to audio features to audio recognition. Further, an introduction to audio source separation, and enhancement and robustness are given.
After the introductory parts, the book shows several applications for the three types of audio: speech, music, and general sound. Each task is shortly introduced, followed by a description of the specific data and methods applied, experiments and results, and a conclusion for this specific task.
The books provides benchmark results and standardized test-beds for a broader range of audio analysis tasks. The main focus thereby lies on the parallel advancement of realism in audio analysis, as too often today's results are overly optimistic owing to idealized testing conditions, and it serves to stimulate synergies arising from transfer of methods and leads to a holistic audio analysis.
Part I Introduction.- Intelligent Audio Analysis: a Definition.- Motivation, Aims, and Solutions.- Structure of this book.- Part II Intelligent Audio Analysis Methods.- Chain of Processing.- Audio Data.- Audio Features.- Audio Recognition.- Audio Source Separation: openBlissART.- Audio Enhancement and Robustness.- Part III Intelligent Audio Analysis Applications.- Applications in Intelligent Speech Analysis.- Applications in Intelligent Music Analysis.- Applications in Intelligent Sound Analysis.- Part IV Conclusion.- Discussion.- Vision.- openSMILE Standardised Feature Sets.
| Erscheint lt. Verlag | 19.5.2015 |
|---|---|
| Reihe/Serie | Signals and Communication Technology |
| Zusatzinfo | XXVIII, 345 p. |
| Verlagsort | Berlin |
| Sprache | englisch |
| Maße | 155 x 235 mm |
| Gewicht | 575 g |
| Themenwelt | Informatik ► Software Entwicklung ► User Interfaces (HCI) |
| Technik ► Elektrotechnik / Energietechnik | |
| Schlagworte | Audio Enhancement • Audio Robustness • Audio Source Separation • Fully Automatic Chunking • Music Information Retrieval • OpenBlissART • QpenSMILE |
| ISBN-10 | 3-642-44277-3 / 3642442773 |
| ISBN-13 | 978-3-642-44277-3 / 9783642442773 |
| Zustand | Neuware |
| Haben Sie eine Frage zum Produkt? |
Mehr entdecken
aus dem Bereich
aus dem Bereich
Aus- und Weiterbildung nach iSAQB-Standard zum Certified Professional …
Buch | Hardcover (2023)
dpunkt Verlag
CHF 48,85
Lean UX und Design Thinking: Teambasierte Entwicklung …
Buch | Hardcover (2022)
dpunkt (Verlag)
CHF 48,85
Wissensverarbeitung - Neuronale Netze
Buch | Hardcover (2023)
Carl Hanser (Verlag)
CHF 48,95
