Intelligent audio analysis:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Berlin [u.a.]
Springer
2013
|
| Schriftenreihe: | Signals and communication technology
|
| Schlagworte: | |
| Online-Zugang: | Inhaltstext Inhaltsverzeichnis |
| Beschreibung: | Literaturangaben |
| Beschreibung: | XXVIII, 345 S. graph. Darst. |
| ISBN: | 3642368050 9783642368059 |
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Datensatz im Suchindex
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IMAGE 1
CONTENTS
PART I INTRODUCTION 1 INTELLIGENT AUDIO ANALYSIS: A DEFINITION 3
1.1 INTELLIGENT AUDIO ANALYSIS 3
1.2 IN REAL-LIFE CONDITIONS 4
REFERENCES 6
2 MOTIVATION, AIMS, AND SOLUTIONS 7
2.1 MOTIVATION O F INTELLIGENT AUDIO ANALYSIS 7
2.2 AIMS O F THE BOOK 9
2.3 SOLUTIONS 10
REFERENCES 10
3 STRUCTURE O F THE BOOK 13
PART II INTELLIGENT AUDIO ANALYSIS METHODS
4 CHAIN O F AUDIO PROCESSING 17
REFERENCES 21
5 AUDIO DATA 23
5.1 AUDIO DATA REQUIREMENTS 23
5.2 GROUND TRUTH AND GOLD STANDARD 24
5.3 EXEMPLARY DATABASES 26
5.3.1 EXAMPLE IN SPEECH: TUM AVIC 26
5.3.2 EXAMPLE IN MUSIC: NTW1CM 28
5.3.3 EXAMPLE IN SOUND: FINDSOUNDS DATABASE 34
REFERENCES 38
6 AUDIO FEATURES 4 1
6.1 AUDIO CHUNKING 41
6.1.1 DIGITAL AUDIO 41
XVLL
HTTP://D-NB.INFO/1030437874
IMAGE 2
X V I I I CONTENTS
6.1.2 SHORT TIME ANALYSIS 43
6.1.3 AUDIO ACTIVITY DETECTION 45
6.2 AUDIO LOW LEVEL DESCRIPTORS 47
6.2.1 SPEECH DESCRIPTORS 47
6.2.2 MUSIC DESCRIPTORS 64
6.2.3 SOUND DESCRIPTORS 72
6.3 TEXTUAL DESCRIPTORS 73
6.3.1 BAG OF WORDS 75
6.3.2 BAG OF N-GRAMS 76
6.3.3 BAG OF CHARACTER N-GRAMS 77
6.3.4 ON-LINE KNOWLEDGE 77
6.4 SUPRA SEGMENTAL FEATURES 83
6.5 AUDIO FEATURE EXTRACTION: THE OPENSMILE TOOLKIT 83
6.5.1 OPENSMILE'S ARCHITECTURE 84
6.5.2 AVAILABLE FEATURE EXTRACTORS 86
6.5.3 PERFORMANCE 89
6.6 REDUCTION AND SELECTION OF FEATURES 90
REFERENCES 92
7 AUDIO RECOGNITION 99
7.1 AUDIO RECOGNITION REQUIREMENTS 99
7.2 STATIC LEARNING ALGORITHMS 99
7.2.1 DECISION TREES 99
7.2.2 SUPPORT VECTORS 103
7.2.3 NEURAL NETWORKS 110
7.3 DYNAMIC LEARNING ALGORITHMS 118
7.3.1 ESTIMATION 120
7.3.2 HIERARCHICAL DECODING 121
7.4 ENSEMBLE LEARNING 124
7.4.1 BOOTSTRAPPING 125
7.4.2 META-LEARNING 127
7.4.3 TANDEM LEARNING 129
7.5 EVALUATION 130
7.5.1 PARTITIONING AND BALANCING 130
7.5.2 EVALUATION MEASURES 133
REFERENCES 136
8 AUDIO SOURCE SEPARATION 139
8.1 METHODOLOGY 140
8.2 PERFORMANCE 142
8.3 NMF ACTIVATION FEATURES 144
REFERENCES 146
IMAGE 3
CONTENTS XIX
9 AUDIO ENHANCEMENT AND ROBUSTNESS 1 49
9.1 AUDIO SIGNAL PREPROCESSING 150
9.1.1 ADVANCED FRONT-END FEATURE EXTRACTION 151
9.1.2 UNSUPERVISED SPECTRAL SUBTRACTION 151
9.2 FEATURE ENHANCEMENT 153
9.2.1 FEATURE NORMALISATION 154
9.2.2 MODEL BASED FEATURE ENHANCEMENT 156
9.3 MODEL ARCHITECTURES 159
9.3.1 CONDITIONAL RANDOM FIELDS 159
9.3.2 HIDDEN CONDITIONAL RANDOM FIELDS 159
9.3.3 AUDIO MODELLING IN THE TIME DOMAIN 160
REFERENCES 163
PART III INTELLIGENT AUDIO ANALYSIS APPLICATIONS
10 APPLICATIONS IN INTELLIGENT SPEECH ANALYSIS 169
10.1 LINGUISTICS: DIGITS AND SPELLING 170
10.1.1 AUTOMOTIVE DIGITS AND SPELLING DATABASE 170
10.1.2 PERFORMANCE 172
10.1.3 SUMMARY 174
10.2 LINGUISTICS: SPONTANEOUS SPEECH 176
10.2.1 THE COSINE CORPUS 176
10.2.2 PERFORMANCE 177
10.2.3 SUMMARY 179
10.3 NON-LINGUISTICS: VOCALISATIONS 180
10.3.1 METHODOLOGY 180
10.3.2 PERFORMANCE 181
10.3.3 SUMMARY 182
10.4 PARALINGUISTICS: STATES AND TRAITS 183
10.4.1 SENTIMENT AND OPINION 185
10.4.2 SHORT-TERM STATES: EMOTION AND INTEREST 193
10.4.3 LONG-TERM TRAITS: AGE, GENDER, HEIGHT 198
10.4.4 MID-TERM: INTOXICATION AND SLEEPINESS 204
REFERENCES 210
11 APPLICATIONS IN INTELLIGENT MUSIC ANALYSIS 225
11.1 DRUM-BEAT SEPARATION 226
11.1.1 METHODOLOGY 226
11.1.2 PERFORMANCE 232
11.1.3 SUMMARY 232
11.2 ONSETS 233
11.2.1 THE BELLO DATABASE 235
11.2.2 METHODOLOGY 235
IMAGE 4
X X C O N T E N T S
11.2.3 PERFORMANCE 238
11.2.4 SUMMARY 239
11.3 TEMPO, METRE, BALLROOM DANCE STYLE 239
11.3.1 BRD DATABASE 243
11.3.2 METHODOLOGY 243
11.3.3 PERFORMANCE 251
11.3.4 SUMMARY 252
11.4 KEY 252
11.4.1 KEY DATABASES 254
11.4.2 PARAMETER TUNING 255
11.4.3 CORRELATION-BASED ANALYSIS 257
11.4.4 DATA-DRIVEN ANALYSIS 259
11.4.5 PERFORMANCE 260
11.4.6 SUMMARY 263
11.5 CHORDS 264
11.5.1 CHORD DATABASE 265
11.5.2 METHODOLOGY 267
11.5.3 PERFORMANCE 268
11.5.4 DISCUSSION 269
11.6 STRUCTURE 269
11.6.1 M E T H O D O L O G Y . . . 270
11.6.2 PERFORMANCE 273
11.6.3 SUMMARY 274
11.7 MOOD 274
11.7.1 METHODOLOGY 276
11.7.2 PERFORMANCE 279
11.7.3 SUMMARY 282
11.8 SINGER TRAITS: AGE, GENDER, HEIGHT, RACE 283
11.8.1 ULTRASTAR SINGER TRAITS DATABASE 284
11.8.2 METHODOLOGY 285
11.8.3 PERFORMANCE 288
11.8.4 SUMMARY 289
REFERENCES 290
12 APPLICATIONS IN INTELLIGENT SOUND ANALYSIS 299
12.1 ANIMAL VOCALISATIONS 300
12.1.1 HU-ASA DATABASE 300
12.1.2 METHODOLOGY 301
12.1.3 PERFORMANCE 302
12.1.4 SUMMARY 304
12.2 ACOUSTIC EVENTS 305
12.2.1 METHODOLOGY 305
12.2.2 PERFORMANCE 306
12.2.3 SUMMARY 308
IMAGE 5
CONTENTS XXI
12.3 EMOTION 308
12.3.1 METHODOLOGY 309
12.3.2 PERFORMANCE 310
12.3.3 SUMMARY 312
REFERENCES 312
PART IV CONCLUSION
13 DISCUSSION 317
13.1 PICKING UP ON THE GOALS 317
13.2 BEST PRACTICE RECOMMENDATIONS 320
13.3 REMAINING CHALLENGES 323
REFERENCES 326
14 VISION 335
14.1 SUMMARY OF RESULTS 335
14.2 FUTURE PERSPECTIVE 336
REFERENCE 337
APPENDIX: OPENSMILE STANDARDISED FEATURE SETS 339
INDEX 343 |
| any_adam_object | 1 |
| author | Schuller, Björn 1975- |
| author_GND | (DE-588)131871706 |
| author_facet | Schuller, Björn 1975- |
| author_role | aut |
| author_sort | Schuller, Björn 1975- |
| author_variant | b s bs |
| building | Verbundindex |
| bvnumber | BV041126422 |
| classification_rvk | ST 300 ZN 6040 ZN 6050 |
| ctrlnum | (OCoLC)848064836 (DE-599)DNB1030437874 |
| dewey-full | 621.3828 006.45 780.285 |
| dewey-hundreds | 600 - Technology (Applied sciences) 000 - Computer science, information, general works 700 - The arts |
| dewey-ones | 621 - Applied physics 006 - Special computer methods 780 - Music |
| dewey-raw | 621.3828 006.45 780.285 |
| dewey-search | 621.3828 006.45 780.285 |
| dewey-sort | 3621.3828 |
| dewey-tens | 620 - Engineering and allied operations 000 - Computer science, information, general works 780 - Music |
| discipline | Informatik Elektrotechnik / Elektronik / Nachrichtentechnik Musikwissenschaft |
| format | Book |
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| id | DE-604.BV041126422 |
| illustrated | Illustrated |
| indexdate | 2024-08-03T00:46:54Z |
| institution | BVB |
| isbn | 3642368050 9783642368059 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-026102332 |
| oclc_num | 848064836 |
| open_access_boolean | |
| owner | DE-83 DE-29T DE-384 DE-739 |
| owner_facet | DE-83 DE-29T DE-384 DE-739 |
| physical | XXVIII, 345 S. graph. Darst. |
| publishDate | 2013 |
| publishDateSearch | 2013 |
| publishDateSort | 2013 |
| publisher | Springer |
| record_format | marc |
| series2 | Signals and communication technology |
| spelling | Schuller, Björn 1975- Verfasser (DE-588)131871706 aut Intelligent audio analysis Björn W. Schuller Berlin [u.a.] Springer 2013 XXVIII, 345 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Signals and communication technology Literaturangaben Information Retrieval (DE-588)4072803-1 gnd rswk-swf Musikalische Analyse (DE-588)4040814-0 gnd rswk-swf Musiksignal (DE-588)4120775-0 gnd rswk-swf Automatische Klassifikation (DE-588)4120957-6 gnd rswk-swf Mustererkennung (DE-588)4040936-3 gnd rswk-swf Sprachsignal (DE-588)4056494-0 gnd rswk-swf Maschinelles Lernen (DE-588)4193754-5 gnd rswk-swf Akustische Signalverarbeitung (DE-588)4283234-2 gnd rswk-swf Signalquelle (DE-588)4181273-6 gnd rswk-swf Automatische Sprachanalyse (DE-588)4129935-8 gnd rswk-swf Tonsignal (DE-588)4191522-7 gnd rswk-swf Signaltrennung (DE-588)4181278-5 gnd rswk-swf Sprachdaten (DE-588)4312652-2 gnd rswk-swf Akustische Signalverarbeitung (DE-588)4283234-2 s Tonsignal (DE-588)4191522-7 s Mustererkennung (DE-588)4040936-3 s Signalquelle (DE-588)4181273-6 s Signaltrennung (DE-588)4181278-5 s Maschinelles Lernen (DE-588)4193754-5 s DE-604 Sprachsignal (DE-588)4056494-0 s Sprachdaten (DE-588)4312652-2 s Automatische Sprachanalyse (DE-588)4129935-8 s Musiksignal (DE-588)4120775-0 s Musikalische Analyse (DE-588)4040814-0 s Automatische Klassifikation (DE-588)4120957-6 s Information Retrieval (DE-588)4072803-1 s Erscheint auch als Online-Ausgabe 978-3-642-36806-6 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=4248050&prov=M&dok_var=1&dok_ext=htm Inhaltstext DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=026102332&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Schuller, Björn 1975- Intelligent audio analysis Information Retrieval (DE-588)4072803-1 gnd Musikalische Analyse (DE-588)4040814-0 gnd Musiksignal (DE-588)4120775-0 gnd Automatische Klassifikation (DE-588)4120957-6 gnd Mustererkennung (DE-588)4040936-3 gnd Sprachsignal (DE-588)4056494-0 gnd Maschinelles Lernen (DE-588)4193754-5 gnd Akustische Signalverarbeitung (DE-588)4283234-2 gnd Signalquelle (DE-588)4181273-6 gnd Automatische Sprachanalyse (DE-588)4129935-8 gnd Tonsignal (DE-588)4191522-7 gnd Signaltrennung (DE-588)4181278-5 gnd Sprachdaten (DE-588)4312652-2 gnd |
| subject_GND | (DE-588)4072803-1 (DE-588)4040814-0 (DE-588)4120775-0 (DE-588)4120957-6 (DE-588)4040936-3 (DE-588)4056494-0 (DE-588)4193754-5 (DE-588)4283234-2 (DE-588)4181273-6 (DE-588)4129935-8 (DE-588)4191522-7 (DE-588)4181278-5 (DE-588)4312652-2 |
| title | Intelligent audio analysis |
| title_auth | Intelligent audio analysis |
| title_exact_search | Intelligent audio analysis |
| title_full | Intelligent audio analysis Björn W. Schuller |
| title_fullStr | Intelligent audio analysis Björn W. Schuller |
| title_full_unstemmed | Intelligent audio analysis Björn W. Schuller |
| title_short | Intelligent audio analysis |
| title_sort | intelligent audio analysis |
| topic | Information Retrieval (DE-588)4072803-1 gnd Musikalische Analyse (DE-588)4040814-0 gnd Musiksignal (DE-588)4120775-0 gnd Automatische Klassifikation (DE-588)4120957-6 gnd Mustererkennung (DE-588)4040936-3 gnd Sprachsignal (DE-588)4056494-0 gnd Maschinelles Lernen (DE-588)4193754-5 gnd Akustische Signalverarbeitung (DE-588)4283234-2 gnd Signalquelle (DE-588)4181273-6 gnd Automatische Sprachanalyse (DE-588)4129935-8 gnd Tonsignal (DE-588)4191522-7 gnd Signaltrennung (DE-588)4181278-5 gnd Sprachdaten (DE-588)4312652-2 gnd |
| topic_facet | Information Retrieval Musikalische Analyse Musiksignal Automatische Klassifikation Mustererkennung Sprachsignal Maschinelles Lernen Akustische Signalverarbeitung Signalquelle Automatische Sprachanalyse Tonsignal Signaltrennung Sprachdaten |
| url | http://deposit.dnb.de/cgi-bin/dokserv?id=4248050&prov=M&dok_var=1&dok_ext=htm http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=026102332&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT schullerbjorn intelligentaudioanalysis |