New compression and decompression of speech signals by a Neural Predictive Coding (NPC)
نویسندگان
چکیده
In this paper, we present a new method of speech compression and decompression based on a Neural Predictive Coding of speech signals. The NPC system is designed to predict the samples of a speech signal window from previous ones. In the coder/decoder that we proposed the transmitted data is computed from the prediction error of the NPC (difference between the sample and its corresponding prediction calculated by the NPC ). The initial goal of the NPC is to extract the signal discriminative features relative to the database which it is extracted. After a precise description of NPC coding, we discuss about the first phase of the algorithm: the adjustment of the parameters of the coder. Then we explain the compression and decompression algorithms. To finish, we present an example and some results on this technic of compression. Key-Words: Speech compression, Speech decompression, Neural Networks, Speech Coding, Speech Prediction.
منابع مشابه
Discriminative Training for Neural Predictive Coding Applied to Speech Features Extraction
In this paper, we present a predictive neural network called Neural Predictive Coding (NPC). This model is used for non linear discriminant features extraction (DFE) applied to phoneme recognition. We validate the nonlinear prediction improvement of the NPC model. We also, present a new extension of the NPC model : NPC-3. In order to evaluate the performances of the NPC-3 model, we carried out ...
متن کاملNeural predictive coding for speech discriminant feature extraction: The DFE-NPC
In this paper, we present a predictive neural network called Neural Predictive Coding (NPC). This model is used for non linear discriminant features extraction (DFE) applied to phoneme recognition. We also, present a new extension of the NPC model : DFE-NPC. In order to evaluate the performances of the DFE-NPC model, we carried out a study of Darpa-Timit phonemes (in particular /b/, /d/, /g/ an...
متن کاملSpeech compression a novel method pdf
Text summarization is a process that reduces the size of the text document. Purpose, we use part of speech tagging to recognize types of the text words. speech compression applications Compression rate is a scale to decrease the size of text summary. speech compression abstract A higher.This paper illustrates a novel method of speech compression and transmission. This method saves the transmiss...
متن کاملA Wavelet-Packet Based Speech Coding Algorithm1
The trend toward real-time, low-bit-rate speech coders dictates current research efforts in speech compression. Such coders are desirable for a number of applications including transmission of digital speech signals and multimedia applications. Multimedia and video conferencing, dynamic web-site access with voice and video introduces the idea of using voice over the Internet. This idea also ope...
متن کاملEnd-to-End Optimized Speech Coding with Deep Neural Networks
Modern compression algorithms are often the result of laborious domain-specific research; industry standards such as MP3, JPEG, and AMR-WB took years to develop and were largely hand-designed. We present a deep neural network model which optimizes all the steps of a wideband speech coding pipeline (compression, quantization, entropy coding, and decompression) end-to-end directly from raw speech...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2001