Difference between revisions of "Software"
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{| class="wikitable sortable" style="font-size:72%; border:gray solid 1px; text-align:center; width:auto; table-layout:fixed;" | {| class="wikitable sortable" style="font-size:72%; border:gray solid 1px; text-align:center; width:auto; table-layout:fixed;" | ||
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| − | ! | + | !scope="col" width="40px" | ASR engines |
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | release / update |
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | actively developed |
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | training recipes |
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | reproducible results |
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | licence |
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | platforms |
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | language |
!scope="col" width="40px" | VAD | !scope="col" width="40px" | VAD | ||
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | acoustic features |
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | feature normalization / compensation |
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | acoustic models |
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | model adaptation / compensation |
!scope="col" width="40px" | decoding techniques | !scope="col" width="40px" | decoding techniques | ||
!scope="col" width="40px" | training techniques | !scope="col" width="40px" | training techniques | ||
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | hardware optimization |
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | online ASR |
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | links |
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | forum / mailing list |
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | online repository |
| − | !scope="col" width="40px" | | + | !scope="col" width="40px" | extensions |
|- | |- | ||
!HTK | !HTK | ||
Revision as of 10:25, 3 September 2014
This page provides software grouped by application.
Contents
Automatic Speech Recognition
| ASR engines | release / update | actively developed | training recipes | reproducible results | licence | platforms | language | VAD | acoustic features | feature normalization / compensation | acoustic models | model adaptation / compensation | decoding techniques | training techniques | hardware optimization | online ASR | links | forum / mailing list | online repository | extensions |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HTK | 1993-2009 (3.4.1) | No | AURORA2 (purch.) AURORA3 (purch.), AURORA4 (WSJ0), CHIME-1, CHIME-2-I, REVERB | ETSI-AFE-AURORA2 paper (see AURORA2 purch.) | limited [1] | Windows, Linux, OSX | C | Yes | MFCC, PLP | VTLN, CMS | GMM (Full Cov.), Tied-Mix, Streams | HLDA, MLLR (w/ reg. trees), CMLR (w/ adaptive training), MAP | aligment, N-best, lattice rescoring | Baum-Welch | No | Yes | Website Book (need registration) | mail-lists (low activity) | No | official, ATK, Uncertainty Decoding, |
| CMU Sphinx | 1986-* (Sphinx 4.1.0, pocketsphinx 0.8) | Yes | AURORA4 (WSJ0) | limited Copyright, allows modif. | Sphinx4 (Windows, Linux, OSX) pocketsphinx (Raspberry-pi, IPhone, Android) | Sphinx4 (Java), pocketsphinx (C) | Yes | MFCC, PLP | CMN, Mel-Spectrum subtraction | GMM, Streams | MLLR, MAP | aligment, N-best, lattice rescoring | Baum-Welch | No | Yes | Website | mail-lists forums | Github | ||
| Kaldi | 2009-* (continous updates) | Yes | AURORA4 (WSJ0), CHIME-2 | Weniger2014-REVERB Paper Code | Apache 2.0 | Windows (not mantained as of 2014), Linux, OSX | C++ | Yes | MFCC, PLP | VTLN, CMVN | GMM (Full Cov.), SGMM, DNN | HLDA, STC, MLLT, MLLR, CMLLR (w/ reg. trees), Exponential transform | Uses OpenFST, aligment, N-best, lattice rescoring | Baum-Welch, MMI (boosted), MC, feature-based, sequence training | BLAS, LAPACK, GPU (for DNNs) | Yes | Website paper | mail-lists forums | SVN | |
| Spraak | 2012 (1.1) | No | AURORA4 | Academic/commercial | Windows (limited), Linux | C, Python | Yes | MFCC, PLP | VTLN,CMN, MIDA, MDT Techniques | GMM, Tied-Mix, Exemplar based | CMLLR | aligment, N-best, lattice rescoring, paralel latices | Baum-Welch | No | unclear | Website paper | mail-lists forums | SVN (needs registration) |
Speaker identification and verification
Speech enhancement and separation
Other applications
Contribute software
To contribute new software, please
- create an account and login
- go to the wiki page above corresponding to your application; if it does not exist yet, you may create it
- click on the "Edit" link at the top of the page and add a new section for your software (software is ordered by year of the latest version)
- click on the "Save page" link at the bottom of the page to save your modifications
Please make sure to provide the following information:
- name of the software and year of the latest version
- authors, institution, contact information
- link to the software, ideally including a short demo, and to the external libraries needed
- short description (functionalities, inputs and outputs, programming language, operating system, license, etc) and link to a paper/report describing the software, if any
- whether running on well-known baselines (Aurora-2, Aurora-4, Switchboard, CHiME, etc) is included or requires wrapping by the user
In order to save storage space, please do not upload the software on this wiki, but link it as much as possible from a public repository (e.g., bitbucket, github, sourceforge) or from a stable URL on the website of your institution. If this is not possible, please contact the resources sharing working group.
