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    • 5. 发明授权
    • Dynamic pruning for automatic speech recognition
    • 动态修剪自动语音识别
    • US08392187B2
    • 2013-03-05
    • US12362668
    • 2009-01-30
    • Qifeng Zhu
    • Qifeng Zhu
    • G10L19/04
    • G10L15/083
    • Methods, speech recognition systems, and computer readable media are provided that recognize speech using dynamic pruning techniques. A search network is expanded based on a frame from a speech signal, a best hypothesis is determined in the search network, a default beam threshold is modified, and the search network is pruned using the modified beam threshold. The search network may be further pruned based on the search depth of the best hypothesis and/or the average number of frames per state for a search path.
    • 提供了使用动态修剪技术来识别语音的方法,语音识别系统和计算机可读介质。 基于来自语音信号的帧扩展搜索网络,在搜索网络中确定最佳假设,修改默认波束阈值,并且使用修改的波束阈值修剪搜索网络。 可以基于搜索路径的最佳假设的搜索深度和/或每个状态的平均帧数来进一步修剪搜索网络。
    • 7. 发明申请
    • SYSTEM AND METHOD FOR GENERATING HETEROGENEOUSLY TIED GAUSSIAN MIXTURE MODELS FOR AUTOMATIC SPEECH RECOGNITION ACOUSTIC MODELS
    • 用于生成自动语音识别语音模型的异构高斯混合模型的系统和方法
    • US20070260459A1
    • 2007-11-08
    • US11381576
    • 2006-05-04
    • Qifeng Zhu
    • Qifeng Zhu
    • G10L15/04
    • G10L15/146
    • A system for, and method of, generating an acoustic model and a heterogeneously tied mixture (HTM) acoustic model generated by means of the system and the method. In one embodiment, the system includes: (1) a first tyer configured to employ a first tying structure to tie weighted Gaussian distributions in a first pool to a first group of phones and (2) a second tyer associated with the first tyer and configured to employ a second tying structure to tie weighted Gaussian distributions in a second pool to a second group of phones, the first tying structure differing from the second tying structure, the weighted Gaussian distributions in the first pool being mutually exclusive of the weighted Gaussian distributions in the second pool, at least a criterion distinguishing the first group of phones from the second group of phones. Within each pool, different numbers of Gaussian may be assigned to different phones.
    • 一种用于生成声学模型和通过系统和方法产生的非均匀混合(HTM)声学模型的系统和方法。 在一个实施例中,系统包括:(1)第一倾斜器,其被配置为采用第一捆扎结构将第一池中的加权高斯分布与第一组电话相关联;以及(2)与所述第一倾斜器相关联的第二倾斜器并且被配置 使用第二绑定结构将第二池中的加权高斯分布与第二组电话相关联,所述第一绑定结构与第二绑定结构不同,第一池中的加权高斯分布与第一组中的加权高斯分布相互排斥 第二池,至少将第一组电话与第二组电话区分开来的标准。 在每个池中,可以将不同数量的高斯分配给不同的电话。