Intelligent single-channel methods for multi-source audio analysis:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
München
Verlag Doktor Hut
2015
|
| Ausgabe: | 1. Auflage |
| Schriftenreihe: | Informationstechnik
|
| Schlagworte: | |
| Online-Zugang: | Volltext https://nbn-resolving.org/urn:nbn:de:bvb:91-diss-20150507-1231719-1-3 Inhaltsverzeichnis |
| Beschreibung: | xi, 207 Seiten Diagramme |
| ISBN: | 9783843923149 |
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Datensatz im Suchindex
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|---|---|
| adam_text | CONTENTS
I INTRODUCTION 1
1 INTRODUCTION
3
1.1 MOTIVATION 3
1.2 PROBLEM STATEMENT 4
1.3 OBJECTIVES 7
II METHODOLOGY 9
2 MEASURES OF SUCCESS 11
2.1 EVALUATION MEASURES 11
2.1.1 SOURCE SEPARATION EVALUATION 12
2.1.2 RECOGNITION EVALUATION 14
2.1.3 SIGNIFICANCE TESTING 15
2.2 DATA SETS FOR MULTI-SOURCE AUDIO ANALYSIS 17
2.2.1 SPEECH AND NOISE 18
2.2.2 POLYPHONIC MUSIC 23
3 LEARNING MULTI-SOURCE RECOGNITION 29
3.1 FEATURE EXTRACTION 29
3.2 NON-NEGATIVE MATRIX FACTORIZATION 32
3.2.1 NMF FOR AUDIO SOURCE SEPARATION 35
3.2.2 SPARSE REGULARIZATION FOR NMF 37
3.2.3 SUPERVISED NMF 38
3.2.4 OBTAINING NMF DICTIONARIES 39
3.2.5 SEMI-SUPERVISED NMF 39
3.2.6 EFFICIENT PARALLEL IMPLEMENTATION OF NMF 40
3.3 DEEP NEURAL NETWORKS 45
3.3.1 GRADIENT DESCENT BASED TRAINING 46
IX
HTTP://D-NB.INFO/1078743045
CONTENTS
3.3.2 DEEP NEURAL NETWORKS VS. MULTI-LAYER PERCEPTRONS 48
3.4 REGRESSION-BASED SOURCE SEPARATION 49
3.4.1 SUPERVISED TRAINING FOR SOURCE SEPARATION 50
3.4.2 MEL-DOMAIN SEPARATION 51
3.5 CONTEXT-SENSITIVE METHODS 54
3.5.1 MATRIX DECONVOLUTION 55
3.5.2 DEEP RECURRENT NEURAL NETWORKS 58
3.5.3 BACKPROPAGATION FOR LSTM-RNNS 59
3.5.4 BIDIRECTIONAL RNNS 61
3.5.5 EFFICIENT PARALLEL IMPLEMENTATION OF RNNS 62
3.6 DISCRIMINATIVE TRAINING OF SOURCE SEPARATION 65
3.7 DYNAMIC CLASSIFICATION WITH HIDDEN MARKOV MODELS 68
3.7.1 GMM-HMM ACOUSTIC MODELING 71
3.7.2 CONNECTIONIST METHODS 76
III APPLICATIONS 79
4 SPEECH ENHANCEMENT 81
4.1 SPEECH / MUSIC SEPARATION BY NMF 81
4.1.1 EXPERIMENTS 82
4.1.2 RESULTS 85
4.1.3 CONCLUSIONS 87
4.2 SYNOPSIS: SUPERVISED TRAINING FOR SPEECH ENHANCEMENT 88
4.2.1 EXPERIMENTS 88
4.2.2 RESULTS 91
4.2.3 CONCLUSIONS 93
5 NOISE-ROBUST FRONT-ENDS FOR AUTOMATIC SPEECH RECOGNITION 95
5.1 SPEECH SEPARATION FOR ROBUST ASR 95
5.1.1 CASE STUDY: THE 1ST CHIME CHALLENGE 95
5.1.2 CASE STUDY: NOISE-ROBUST CONVERSATIONAL ASR 101
5.2 FEATURE ENHANCEMENT: A CHIME-2013 BENCHMARK 105
5.2.1 EXPERIMENTS 107
5.2.2 RESULTS ILL
5.2.3 CONCLUSIONS 119
5.3 FROM FEATURE TO SPEECH ENHANCEMENT 120
5.3.1 EXPERIMENTS 121
5.3.2 RESULTS 123
5.3.3 CONCLUSIONS 126
X
CONTENTS
6 FEATURE DE-REVERBERATION FOR AUTOMATIC SPEECH RECOGNITION 127
6.1 EARLY FUSION IN FEATURE ENHANCEMENT 127
6.1.1 EXPERIMENTS 128
6.1.2 RESULTS 132
6.1.3 CONCLUSIONS 134
6.2 COMBINATION WITH MULTI-CHANNEL FRONT-END 135
6.2.1 EXPERIMENTS 135
6.2.2 RESULTS 140
6.2.3 CONCLUSIONS 144
7 APPLICATIONS IN MUSIC INFORMATION RETRIEVAL 145
7.1 SINGER CHARACTERIZATION 145
7.1.1 EXPERIMENTS 146
7.1.2 RESULTS 149
7.1.3 CONCLUSIONS 150
7.2 SINGING STYLE RECOGNITION 151
7.2.1 EXPERIMENTS 152
7.2.2 RESULTS 155
7.2.3 CONCLUSIONS 158
7.3 POLYPHONIC PIANO TRANSCRIPTION 159
7.3.1 EXPERIMENTS 160
7.3.2 RESULTS 164
7.3.3 CONCLUSIONS 167
IV CONCLUDING REMARKS 169
8 CONCLUDING REMARKS 171
8.1 SUMMARY 171
8.2 OUTLOOK 172
ACRONYMS 175
LIST OF SYMBOLS 179
REFERENCES 181
XI
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| spelling | Weninger, Felix Johannes Verfasser aut Intelligent single-channel methods for multi-source audio analysis Felix Johannes Weninger 1. Auflage München Verlag Doktor Hut 2015 xi, 207 Seiten Diagramme txt rdacontent n rdamedia nc rdacarrier Informationstechnik Dissertation Technische Universität München 2015 Signaltrennung (DE-588)4181278-5 gnd rswk-swf Automatische Spracherkennung (DE-588)4003961-4 gnd rswk-swf Signalquelle (DE-588)4181273-6 gnd rswk-swf Tonsignal (DE-588)4191522-7 gnd rswk-swf Matrizenzerlegung (DE-588)4376303-0 gnd rswk-swf Überwachtes Lernen (DE-588)4580264-6 gnd rswk-swf Signalanalyse (DE-588)4181260-8 gnd rswk-swf Interferenz Physik (DE-588)4162000-8 gnd rswk-swf Signaldetektion (DE-588)4181266-9 gnd rswk-swf Nichtnegative Matrix (DE-588)4310434-4 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Tonsignal (DE-588)4191522-7 s Signalanalyse (DE-588)4181260-8 s Interferenz Physik (DE-588)4162000-8 s Signalquelle (DE-588)4181273-6 s Signaltrennung (DE-588)4181278-5 s Signaldetektion (DE-588)4181266-9 s Überwachtes Lernen (DE-588)4580264-6 s Matrizenzerlegung (DE-588)4376303-0 s Nichtnegative Matrix (DE-588)4310434-4 s Automatische Spracherkennung (DE-588)4003961-4 s DE-604 Erscheint auch als Online-Ausgabe urn:nbn:de:bvb:91-diss-20150507-1231719-1-3 http://mediatum.ub.tum.de/node?id=1231719 Verlag kostenfrei Volltext https://nbn-resolving.org/urn:nbn:de:bvb:91-diss-20150507-1231719-1-3 Resolving-System DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028613788&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
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| title | Intelligent single-channel methods for multi-source audio analysis |
| title_auth | Intelligent single-channel methods for multi-source audio analysis |
| title_exact_search | Intelligent single-channel methods for multi-source audio analysis |
| title_full | Intelligent single-channel methods for multi-source audio analysis Felix Johannes Weninger |
| title_fullStr | Intelligent single-channel methods for multi-source audio analysis Felix Johannes Weninger |
| title_full_unstemmed | Intelligent single-channel methods for multi-source audio analysis Felix Johannes Weninger |
| title_short | Intelligent single-channel methods for multi-source audio analysis |
| title_sort | intelligent single channel methods for multi source audio analysis |
| topic | Signaltrennung (DE-588)4181278-5 gnd Automatische Spracherkennung (DE-588)4003961-4 gnd Signalquelle (DE-588)4181273-6 gnd Tonsignal (DE-588)4191522-7 gnd Matrizenzerlegung (DE-588)4376303-0 gnd Überwachtes Lernen (DE-588)4580264-6 gnd Signalanalyse (DE-588)4181260-8 gnd Interferenz Physik (DE-588)4162000-8 gnd Signaldetektion (DE-588)4181266-9 gnd Nichtnegative Matrix (DE-588)4310434-4 gnd |
| topic_facet | Signaltrennung Automatische Spracherkennung Signalquelle Tonsignal Matrizenzerlegung Überwachtes Lernen Signalanalyse Interferenz Physik Signaldetektion Nichtnegative Matrix Hochschulschrift |
| url | http://mediatum.ub.tum.de/node?id=1231719 https://nbn-resolving.org/urn:nbn:de:bvb:91-diss-20150507-1231719-1-3 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028613788&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT weningerfelixjohannes intelligentsinglechannelmethodsformultisourceaudioanalysis |