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CI-P:Collaborative Research:The Speech Recognition Virtual Kitchen

CI-P:Collaborative Research:The Speech Recognition Virtual Kitchen
CI-P:协作研究:语音识别虚拟厨房
批准号:
1205424
负责人:
Eric Fosler-Lussier
金额:
$4.85万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2012
资助国家:
美国
项目状态:
已结题
起止时间:
2012-06-01 至 2013-05-31

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中文摘要
翻译
CI-P:协作研究:语音识别虚拟厨房这个项目提供了一个“厨房”环境,以促进社区共享研究技术,促进创新实验,并提供可靠的语音自动识别参考系统,作为教育、研究和评估的工具。研究基础架构围绕可轻松重新配置和共享的虚拟机(VM)构建。我们将虚拟机比作“厨房”,因为它们提供了环境基础设施,人们可以在其中安装“设备”(例如,语音识别工具包)、“食谱”(为工具包创建最先进的系统的脚本)、“配料”(口语数据)以及“菜肴”(使用日志文件进行的完整实验以供参考)。该规划项目让社区参与解决以前阻碍跨社区共享努力的一些问题,包括分发方法和知识产权问题。该项目还提供了一个示例体系结构,作为社区范围讨论的焦点。在更广泛的影响方面,该项目通过向INTERSPEECH2012研讨会提供旅行奖学金,吸引了通常不参与自动语音识别(ASR)研究的研究人员和教育工作者。在更广泛的范围内,基础设施可能可用于其他数据密集型领域(合成、对话系统、自然语言处理、计算机视觉、数据挖掘)。通过为ASR研究中的研究、教育和评估提供一个永久的、公开可用的资源,我们可以更好地培养下一代本科生和研究生。“厨房”使他们可以轻松地访问大量最先进的实现,并促进更深入的算法分析和更好的跨系统比较。
英文摘要
CI-P:Collaborative Research: The Speech Recognition Virtual Kitchen This project provides a "kitchen" environment to promote community sharing of research techniques, foster innovative experimentation, and provide solid reference systems for automatically recognizing speech, as a tool for education, research, and evaluation. The research infrastructure is built around virtual machines (VMs), which can be reconfigured and shared easily. We liken the virtual machines to a "kitchen" because they provide the environmental infrastructure into which one can install "appliances" (e.g., speech recognition toolkits), "recipes" (scripts for creating state-of-the art systems for a toolkit), and "ingredients" (spoken language data), along with "dishes" (completed experiments with log-files for reference). The planning project engages the community to tackle some of the issues that have previously hampered efforts in cross-community sharing, including distribution methods and intellectual property issues. The project also provides an example architecture, which serves as a focus point for community-wide discussion. In terms of broader impacts, the project engages researchers and educators that typically do not participate in automatic speech recognition (ASR) research by providing travel scholarships to a workshop at INTERSPEECH2012. In a wider scope, the infrastructure may be useable by other data-intensive fields (synthesis, dialog systems, NLP, computer vision, data mining). By providing a permanent, publicly available resource for research, education, and evaluation in ASR research, we can better train the next generation of undergraduates and graduates. The "kitchen" gives them easy access to a large number of state-of-the-art implementations, and facilitates deeper analysis of algorithms and better comparisons across systems.
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会议论文
Deep Learning Based Complex Spectral Mapping for Multi-Channel Speaker Separation and Speech Enhancement
  • 批准号:
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RI: Small: Early Elementary Reading Verification in Challenging Acoustic Environments
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    2008043
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  • 资助金额:
    $45.0万
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  • 依托单位:
RI: Medium: Deep Neural Networks for Robust Speech Recognition through Integrated Acoustic Modeling and Separation
  • 批准号:
    1409431
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CI-ADDO-NEW: Collaborative Research: The Speech Recognition Virtual Kitchen
  • 批准号:
    1305319
  • 项目类别:
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  • 资助金额:
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  • 财政年份:
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  • 负责人:
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  • 依托单位:
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