Detecting human emotion via speech recognition by using speech spectrogram

机译：使用语音频谱图通过语音识别检测人的情绪

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摘要

This research presents a novel algorithm for detecting human emotion via speech recognition by using speech spectrogram. The proposed algorithm aims to detect the emotional by using information inside the spectrogram. Neural network was used for being the classifier. A new approach to feature extraction based on analysis of two dimensions time-frequency representation of a speech signal have been presented. The algorithm was tested with Berlin emotion database and Audiovisual Thai Emotion Database. The experimental results show that the proposed framework can efficiently find the correct speech emotion compared to by using the comparing method.

机译：这项研究提出了一种新的算法，通过使用语音频谱图通过语音识别来检测人的情绪。所提出的算法旨在通过使用频谱图中的信息来检测情绪。神经网络被用作分类器。提出了一种基于语音信号二维时频表示分析的特征提取新方法。该算法已通过柏林情感数据库和泰国视听情感数据库进行了测试。实验结果表明，与比较方法相比，该框架可以有效地找到正确的语音情感。

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《IEEE International Conference on Data Science and Advanced Analytics》|2015年|1-10|共10页
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作者
Prasomphan Sathit;
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关键词
Emotion recognition; Feature extraction; Neural networks; Spectrogram; Speech; Speech processing; Speech recognition; Feature extraction; Neural Network; Spectrogram; Speech Emotion Recognition;

机译：情感识别;特征提取;神经网络;频谱图;语音;语音处理;语音识别;特征提取;神经网络;频谱图;语音情感识别;

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1. Auditory-Inspired Morphological Processing of Speech Spectrograms: Applications in Automatic Speech Recognition and Speech Enhancement [J] . Joyner Cadore, Francisco J. Valverde-Albacete, Ascensión Gallardo-Antolín, Cognitive Computation . 2013,第4期

机译：语音频谱图的听觉启发式形态处理：在自动语音识别和语音增强中的应用
2. Auditory-Inspired Morphological Processing of Speech Spectrograms: Applications in Automatic Speech Recognition and Speech Enhancement [J] . Joyner Cadore, Francisco J. Valverde-Albacete, Ascensión Gallardo-Antolín, Cognitive computation . 2013,第4期

机译：语音频谱图的听觉启发式形态处理：在自动语音识别和语音增强中的应用
3. Pitch-synchronous single frequency filtering spectrogram for speech emotion recognition [J] . Shruti Gupta, Shah Fahad, Akshay Deepak Multimedia Tools and Applications . 2020,第31a32期

机译：用于语音情感识别的俯仰同步单频滤波谱图
4. Detecting human emotion via speech recognition by using speech spectrogram [C] . Prasomphan Sathit IEEE International Conference on Data Science and Advanced Analytics . 2015

机译：通过使用语音谱图通过语音识别检测人类情感
5. Reconstructing Incomplete and Unreliable Speech Spectrogram for Robust Automatic Speech Recognition [D] . Badiezadegan, Shirin. 2015

机译：为强大的自动语音识别重建不完整和不可靠的语音谱图
6. On the Speech Properties and Feature Extraction Methods in Speech Emotion Recognition [O] . Juraj Kacur, Boris Puterka, Jarmila Pavlovicova, 2021

机译：语音情感识别中的语音特性和特征提取方法
7. Auditory-inspired morphological processing of speech spectrograms: applications in automatic speech recognition and speech enhancement [O] . Cadore Joyner, Valverde-Albacete Francisco J., Gallardo-Antolín Ascensión, 2012

机译：听觉启发的语音频谱图形态处理：自动语音识别和语音增强中的应用

Detecting human emotion via speech recognition by using speech spectrogram

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