JOURNAL ARTICLE

Speech Emotion Analysis in Noisy Real-World Environment

Abstract

Automatic recognition of emotional states via speech signal has attracted increasing attention in recent years. A number of techniques have been proposed which are capable of providing reasonably high accuracy for controlled studio settings. However, their performance is considerably degraded when the speech signal is contaminated by noise. In this paper, we present a framework with adaptive noise cancellation as front end to speech emotion recognizer. We also introduce a new feature set based on cepstral analysis of pitch and energy contours. Experimental analysis shows promising results.

Keywords:
Computer science Speech recognition Noise (video) Mel-frequency cepstrum Cepstrum Voice activity detection Speech enhancement Set (abstract data type) SIGNAL (programming language) Feature extraction Speech processing Feature (linguistics) Energy (signal processing) Background noise Noise measurement Artificial intelligence Noise reduction Image (mathematics) Telecommunications

Metrics

69
Cited By
6.69
FWCI (Field Weighted Citation Impact)
14
Refs
0.97
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Speech and Audio Processing
Physical Sciences →  Computer Science →  Signal Processing
Emotion and Mood Recognition
Social Sciences →  Psychology →  Experimental and Cognitive Psychology
Music and Audio Processing
Physical Sciences →  Computer Science →  Signal Processing

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