Call for papers
Computer Speech and Language
Special Issue on Separation, Recognition, and Diarization of
Conversational Speech
https://www.journals.elsevier.com/computer-speech-and-language/call-for-papers/call-for-papers-computer-speech-and-language-special-issue
Submission deadline: December 15, 2020
While great advances have been made in conversational automatic
speech recognition in recent years, several fundamental problems
remain before the goal of a richly annotated transcript of speech
and speakers can be realized. The current special issue invites
papers to discuss the robustness of speech processing in everyday
environments, i.e., real-world conditions with acoustic clutter,
where the number and nature of the sound sources is unknown and
changing over time.
Relevant research topics include (but are not limited to):
- Speaker identification and
diarization
- Speaker localization and beamforming
- Single- or multi-microphone
enhancement and separation
- Robust features and feature
transforms
- Robust acoustic and language modeling
- Traditional or end-to-end robust
speech recognition
- Training schemes: data simulation and
augmentation, semi-supervised training
- Robust speaker and language
recognition
- Robust paralinguistics
- Cross-environment or cross-dataset
performance analysis
- Environmental background noise
modelling.
In addition to traditional research papers, the special issue also
hopes to include descriptions of successful conversational speech
recognition systems where the contribution is more in the
implementation than the techniques themselves as well as successful
applications of conversational speech recognition systems.
The recently concluded sixth CHiME challenge serves as a focus for
discussion in this special issue. The challenge considered the
problem of conversational speech recognition and diarization in
everyday home environments from multiple distant microphone arrays.
It used a resychronized version of the Dinner Party speech data
featured in CHiME-5 and added a new joint diarization and ASR task.
Papers reporting evaluation results on the CHiME-6 dataset or on
other datasets are equally welcome.
Submission instructions
Manuscript submissions shall be made through:
https://www.editorialmanager.com/YCSLA/.
The submission system will be open in November. When submitting your
manuscript please select the article type
“VSI:SeparateRecognizeDiarize”. Please submit your manuscript before
the submission deadline.
All submissions deemed suitable to be sent for peer review will be
reviewed by at least two independent reviewers. Once your manuscript
is accepted, it will go into production, and will be simultaneously
published in the current regular issue and pulled into the online
Special Issue. Articles from this Special Issue will appear in
different regular issues of the journal, though they will be clearly
marked and branded as Special Issue articles. Please see an example
here:
https://www.sciencedirect.com/journal/science-of-the-total-environment/special-issue/10SWS2W7VVV
Please ensure you read the Guide for Authors before writing your
manuscript. The Guide for Authors and the link to submit your
manuscript is available on the Journal’s homepage
https://www.elsevier.com/locate/csl.
Important dates:
- Submission opens: November 16, 2020
- Submission deadline: December 15,
2020
- Acceptance deadline: September 1,
2021
- Expected publication date: November
1, 2021
Guest editors
- Michael Mandel, Brooklyn College,
CUNY
- Jon Barker, University of Sheffield
- Jun Du, University of Science and
Technology of China
- Leibny Paola Garcia, Johns Hopkins
University
- Emmanuel Vincent, Inria
- Shinji Watanabe, Johns Hopkins
University