TDNN 的 units 独立于时间位移(i.e. sequence position)识别特征,通常用于组建一个更大的模式识别系统。例如,将连续的音频转换为分类号的音素(phoneme)标签 stream 来做语音识别。 一个输入信号用延迟的复制s增强(augmented)作为其他输入,神经网络是时移不变的,因为它没有内部状态。 时间延迟神经网络与其他神经网络...
TDNN(Time Delay Neural Network,时延神经网络)是用于处理序列数据的,比如:一段语音、一段文本 将TDNN和统计池化(Statistics Pooling)结合起来,正如x-vector的网络结构,可以处理任意长度的序列 TDNN出自Phoneme recognition using time-delay neural networks x-vector出自X-Vectors: Robust DNN Embeddings for Speaker ...
一、摘要 提出了一种基于时滞神经网络 (Time-Delay Neural Networks,TDNN)的音素识别方法,该方法具有两个重要的特征: 使用简单计算单元的3层布局来构建一个层次结构,允许形成任意非线性决策平面。TDNN 使用误差反向传播自动学习这些决策面。 延时排列使网络能够发现不受时间位置影响的声-语音特征和它们之间的时间关系,...
3) time delay neural network 时延神经网络 1. The ability of neural networks to deal with time dynamic signal was improved with a new neural network architecture specializing in syllable recognition based on the time delay neural network (TDNN) and the convolutional neural network. 为了提高人工...
TDNN时延神经网络(TDNN)来自1989年的论文《Phonemerecognitionusingtime-delayneuralnetworks》。原文中主要使用TDNN来识别音素,在识别"B", "D", "G"三个浊音中得到98.5%的准确率,高于HMM的93.7%。 普通神经网络识别音素在讲TDNN之前先说说一 SVD模型裁剪 TDNN-f ...
例句 释义: 全部 更多例句筛选 1. Memory of Square Wave Signals in the Time Delay Neural Networks 延时神经网络对方波信号的记忆 service.ilib.cn 2. Study on the Identification of Wood Drying Based on Time Delay Neural Networks 基于时延神经网络的木材干燥模型辨识的研究 ilib.cn©...
TIME DELAY NEURAL NETWORKSHazem El BakryAizu Wakamatsu
MS-TDNN (multistate time delay neural networks), a connectionist architecture with embedded time alignment, was proposed recently. It makes word level classification possible and efficient on speech recognition tasks. Connectionist classification at the word level (rather than the usual maximum likelihood...
This paper presents results regarding the application of Time-Delay Neural Networks (TDNNs), up to now mainly used in speech recognition, for control tasks. A set of examples taken from a model-based robot controller is used to validate the suitability of the TDNN and to show its superiority...
Make a time series prediction using the Neural Net Time Series app and command-line functions. Design Time Series Time-Delay Neural Networks Learn to design focused time-delay neural network (FTDNN) for time-series prediction. Multistep Neural Network Prediction ...