DE69519297D1 - Verfahren und vorrichtung zur spracherkennung mittels optimierter partieller buendelung von wahrscheinlichkeitsmischungen - Google Patents
Verfahren und vorrichtung zur spracherkennung mittels optimierter partieller buendelung von wahrscheinlichkeitsmischungenInfo
- Publication number
- DE69519297D1 DE69519297D1 DE69519297T DE69519297T DE69519297D1 DE 69519297 D1 DE69519297 D1 DE 69519297D1 DE 69519297 T DE69519297 T DE 69519297T DE 69519297 T DE69519297 T DE 69519297T DE 69519297 D1 DE69519297 D1 DE 69519297D1
- Authority
- DE
- Germany
- Prior art keywords
- hmms
- computationally
- tied
- likelihood
- mixtures
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Expired - Lifetime
Links
- 239000000203 mixture Substances 0.000 title abstract 2
Classifications
-
- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
- G10L15/00—Speech recognition
- G10L15/08—Speech classification or search
- G10L15/14—Speech classification or search using statistical models, e.g. Hidden Markov Models [HMMs]
- G10L15/142—Hidden Markov Models [HMMs]
- G10L15/144—Training of HMMs
- G10L15/146—Training of HMMs with insufficient amount of training data, e.g. state sharing, tying, deleted interpolation
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Probability & Statistics with Applications (AREA)
- Computational Linguistics (AREA)
- Health & Medical Sciences (AREA)
- Audiology, Speech & Language Pathology (AREA)
- Human Computer Interaction (AREA)
- Acoustics & Sound (AREA)
- Multimedia (AREA)
- Machine Translation (AREA)
- Audible-Bandwidth Dynamoelectric Transducers Other Than Pickups (AREA)
- Character Discrimination (AREA)
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US08/276,742 US5825978A (en) | 1994-07-18 | 1994-07-18 | Method and apparatus for speech recognition using optimized partial mixture tying of HMM state functions |
PCT/US1995/008816 WO1996002912A1 (en) | 1994-07-18 | 1995-07-13 | Method and apparatus for speech recognition using optimised partial probability mixture tying |
Publications (2)
Publication Number | Publication Date |
---|---|
DE69519297D1 true DE69519297D1 (de) | 2000-12-07 |
DE69519297T2 DE69519297T2 (de) | 2001-05-17 |
Family
ID=23057908
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
DE69519297T Expired - Lifetime DE69519297T2 (de) | 1994-07-18 | 1995-07-13 | Verfahren und vorrichtung zur spracherkennung mittels optimierter partieller buendelung von wahrscheinlichkeitsmischungen |
Country Status (6)
Country | Link |
---|---|
US (1) | US5825978A (de) |
EP (1) | EP0771461B1 (de) |
JP (2) | JP4141495B2 (de) |
AT (1) | ATE197351T1 (de) |
DE (1) | DE69519297T2 (de) |
WO (1) | WO1996002912A1 (de) |
Families Citing this family (41)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO1998014934A1 (en) * | 1996-10-02 | 1998-04-09 | Sri International | Method and system for automatic text-independent grading of pronunciation for language instruction |
US6009390A (en) * | 1997-09-11 | 1999-12-28 | Lucent Technologies Inc. | Technique for selective use of Gaussian kernels and mixture component weights of tied-mixture hidden Markov models for speech recognition |
US6807537B1 (en) * | 1997-12-04 | 2004-10-19 | Microsoft Corporation | Mixtures of Bayesian networks |
US5953701A (en) * | 1998-01-22 | 1999-09-14 | International Business Machines Corporation | Speech recognition models combining gender-dependent and gender-independent phone states and using phonetic-context-dependence |
US6343267B1 (en) * | 1998-04-30 | 2002-01-29 | Matsushita Electric Industrial Co., Ltd. | Dimensionality reduction for speaker normalization and speaker and environment adaptation using eigenvoice techniques |
US6263309B1 (en) | 1998-04-30 | 2001-07-17 | Matsushita Electric Industrial Co., Ltd. | Maximum likelihood method for finding an adapted speaker model in eigenvoice space |
EP0953971A1 (de) * | 1998-05-01 | 1999-11-03 | Entropic Cambridge Research Laboratory Ltd. | System und Verfahren zur Spracherkennung |
EP1084490B1 (de) * | 1998-05-11 | 2003-03-26 | Siemens Aktiengesellschaft | Anordnung und verfahren zur erkennung eines vorgegebenen wortschatzes in gesprochener sprache durch einen rechner |
US6725195B2 (en) * | 1998-08-25 | 2004-04-20 | Sri International | Method and apparatus for probabilistic recognition using small number of state clusters |
US6256607B1 (en) * | 1998-09-08 | 2001-07-03 | Sri International | Method and apparatus for automatic recognition using features encoded with product-space vector quantization |
US6260014B1 (en) * | 1998-09-14 | 2001-07-10 | International Business Machines Corporation | Specific task composite acoustic models |
US7702464B1 (en) | 2001-08-21 | 2010-04-20 | Maxygen, Inc. | Method and apparatus for codon determining |
US7873477B1 (en) | 2001-08-21 | 2011-01-18 | Codexis Mayflower Holdings, Llc | Method and system using systematically varied data libraries |
US8457903B1 (en) | 1999-01-19 | 2013-06-04 | Codexis Mayflower Holdings, Llc | Method and/or apparatus for determining codons |
US6246982B1 (en) * | 1999-01-26 | 2001-06-12 | International Business Machines Corporation | Method for measuring distance between collections of distributions |
US6195636B1 (en) * | 1999-02-19 | 2001-02-27 | Texas Instruments Incorporated | Speech recognition over packet networks |
US6526379B1 (en) | 1999-11-29 | 2003-02-25 | Matsushita Electric Industrial Co., Ltd. | Discriminative clustering methods for automatic speech recognition |
US6571208B1 (en) | 1999-11-29 | 2003-05-27 | Matsushita Electric Industrial Co., Ltd. | Context-dependent acoustic models for medium and large vocabulary speech recognition with eigenvoice training |
US7533020B2 (en) * | 2001-09-28 | 2009-05-12 | Nuance Communications, Inc. | Method and apparatus for performing relational speech recognition |
US7308404B2 (en) * | 2001-09-28 | 2007-12-11 | Sri International | Method and apparatus for speech recognition using a dynamic vocabulary |
US6996519B2 (en) * | 2001-09-28 | 2006-02-07 | Sri International | Method and apparatus for performing relational speech recognition |
US7236931B2 (en) * | 2002-05-01 | 2007-06-26 | Usb Ag, Stamford Branch | Systems and methods for automatic acoustic speaker adaptation in computer-assisted transcription systems |
JP3667332B2 (ja) * | 2002-11-21 | 2005-07-06 | 松下電器産業株式会社 | 標準モデル作成装置及び標準モデル作成方法 |
DE10302101A1 (de) * | 2003-01-21 | 2004-08-05 | Infineon Technologies Ag | Verfahren und Vorrichtung zum Trainieren eines Hidden Markov Modells, Computerprogramm-Element und Computerlesbares Speichermedium |
CN1327406C (zh) * | 2003-08-29 | 2007-07-18 | 摩托罗拉公司 | 开放式词汇表语音识别的方法 |
US7542949B2 (en) * | 2004-05-12 | 2009-06-02 | Mitsubishi Electric Research Laboratories, Inc. | Determining temporal patterns in sensed data sequences by hierarchical decomposition of hidden Markov models |
US7480617B2 (en) * | 2004-09-21 | 2009-01-20 | International Business Machines Corporation | Method for likelihood computation in multi-stream HMM based speech recognition |
US7970613B2 (en) | 2005-11-12 | 2011-06-28 | Sony Computer Entertainment Inc. | Method and system for Gaussian probability data bit reduction and computation |
US8010358B2 (en) * | 2006-02-21 | 2011-08-30 | Sony Computer Entertainment Inc. | Voice recognition with parallel gender and age normalization |
US7778831B2 (en) * | 2006-02-21 | 2010-08-17 | Sony Computer Entertainment Inc. | Voice recognition with dynamic filter bank adjustment based on speaker categorization determined from runtime pitch |
US20070233481A1 (en) * | 2006-04-03 | 2007-10-04 | Texas Instruments Inc. | System and method for developing high accuracy acoustic models based on an implicit phone-set determination-based state-tying technique |
US20070260459A1 (en) * | 2006-05-04 | 2007-11-08 | Texas Instruments, Incorporated | System and method for generating heterogeneously tied gaussian mixture models for automatic speech recognition acoustic models |
US8234116B2 (en) * | 2006-08-22 | 2012-07-31 | Microsoft Corporation | Calculating cost measures between HMM acoustic models |
US8176016B1 (en) * | 2006-11-17 | 2012-05-08 | At&T Intellectual Property Ii, L.P. | Method and apparatus for rapid identification of column heterogeneity |
US8229729B2 (en) * | 2008-03-25 | 2012-07-24 | International Business Machines Corporation | Machine translation in continuous space |
US8442833B2 (en) * | 2009-02-17 | 2013-05-14 | Sony Computer Entertainment Inc. | Speech processing with source location estimation using signals from two or more microphones |
US8788256B2 (en) | 2009-02-17 | 2014-07-22 | Sony Computer Entertainment Inc. | Multiple language voice recognition |
US8442829B2 (en) | 2009-02-17 | 2013-05-14 | Sony Computer Entertainment Inc. | Automatic computation streaming partition for voice recognition on multiple processors with limited memory |
US8515758B2 (en) | 2010-04-14 | 2013-08-20 | Microsoft Corporation | Speech recognition including removal of irrelevant information |
US8719023B2 (en) | 2010-05-21 | 2014-05-06 | Sony Computer Entertainment Inc. | Robustness to environmental changes of a context dependent speech recognizer |
US9153235B2 (en) | 2012-04-09 | 2015-10-06 | Sony Computer Entertainment Inc. | Text dependent speaker recognition with long-term feature based on functional data analysis |
Family Cites Families (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US4587670A (en) * | 1982-10-15 | 1986-05-06 | At&T Bell Laboratories | Hidden Markov model speech recognition arrangement |
US4741036A (en) * | 1985-01-31 | 1988-04-26 | International Business Machines Corporation | Determination of phone weights for markov models in a speech recognition system |
US4783804A (en) * | 1985-03-21 | 1988-11-08 | American Telephone And Telegraph Company, At&T Bell Laboratories | Hidden Markov model speech recognition arrangement |
US4903305A (en) * | 1986-05-12 | 1990-02-20 | Dragon Systems, Inc. | Method for representing word models for use in speech recognition |
US4817156A (en) * | 1987-08-10 | 1989-03-28 | International Business Machines Corporation | Rapidly training a speech recognizer to a subsequent speaker given training data of a reference speaker |
US5075896A (en) * | 1989-10-25 | 1991-12-24 | Xerox Corporation | Character and phoneme recognition based on probability clustering |
US5193142A (en) * | 1990-11-15 | 1993-03-09 | Matsushita Electric Industrial Co., Ltd. | Training module for estimating mixture gaussian densities for speech-unit models in speech recognition systems |
US5172228A (en) * | 1991-11-19 | 1992-12-15 | Utah State University Foundation | Image compression method and apparatus employing distortion adaptive tree search vector quantization |
-
1994
- 1994-07-18 US US08/276,742 patent/US5825978A/en not_active Expired - Lifetime
-
1995
- 1995-07-13 DE DE69519297T patent/DE69519297T2/de not_active Expired - Lifetime
- 1995-07-13 EP EP95928067A patent/EP0771461B1/de not_active Expired - Lifetime
- 1995-07-13 AT AT95928067T patent/ATE197351T1/de not_active IP Right Cessation
- 1995-07-13 WO PCT/US1995/008816 patent/WO1996002912A1/en active IP Right Grant
- 1995-07-13 JP JP50515196A patent/JP4141495B2/ja not_active Expired - Fee Related
-
2006
- 2006-10-16 JP JP2006282015A patent/JP2007047818A/ja active Pending
Also Published As
Publication number | Publication date |
---|---|
EP0771461A1 (de) | 1997-05-07 |
WO1996002912A1 (en) | 1996-02-01 |
DE69519297T2 (de) | 2001-05-17 |
JP2007047818A (ja) | 2007-02-22 |
EP0771461B1 (de) | 2000-11-02 |
ATE197351T1 (de) | 2000-11-15 |
JPH10505687A (ja) | 1998-06-02 |
JP4141495B2 (ja) | 2008-08-27 |
US5825978A (en) | 1998-10-20 |
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Legal Events
Date | Code | Title | Description |
---|---|---|---|
8364 | No opposition during term of opposition |