Open Vocabulary Speech Analysis in VITALAS
author:
Daniel Schneider,
Fraunhofer IAIS
Description
Automatic indexing of TV and radio speech data requires robust components for both speech recognition and spoken document retrieval. Due to the high topic variability and the resulting large vocabularies, classic word-based approaches have to cope with a high number of out-of-vocabulary words. This talk presents a phonetic approach to open vocabulary indexing based on syllable decoding and retrieval. Current experimental results are presented, followed by a demonstration of the Fraunhofer IAIS AudioMining system for spoken term detection.
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| Slides | |
| 0:00 | Open Vocabulary Speech Analysis in Vitalas |
| 0:25 | Outline |
| 1:02 | Challenge in Vitalas: Large Scale Broadcast News Indexing |
| 1:54 | Structural Audio Analysis in Vitalas |
| 2:33 | Speech Recognition |
| 3:26 | Speech Recognition Challenges |
| 5:04 | Phonetic Approach to Open Vocabulary Indexing - 1 |
| 5:24 | Phonetic Approach to Open Vocabulary Indexing - 2 |
| 5:57 | Phonetic Approach (1): Generate Subword Transcription |
| 6:24 | Phonetic Approach (2): Fuzzy Syllable Search |
| 7:32 | Properties of Phonetic Subword Approach |
| 9:31 | Experiments: Fraunhofer AudioMining Corpus |
| 11:24 | Experiments: Model Setup |
| 12:09 | Current Results - Speech Recognition |
| 13:18 | Current Results – Fuzzy Phonetic Retrieval |
| 14:47 | Additional Word Context for Enhanced Display of Results |
| 15:29 | Demo: AudioMining |
| 19:38 | Next Steps |
| 20:21 | - Questions |
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