MULTIMODAL SPEECH EMOTION RECOGNITION- Review

MULTIMODAL SPEECH EMOTION RECOGNITION- Review

Registration ID: IJNRD_221916

Published ID: IJNRD2405494

DOI: Click Here to Get

Sandip Lanjewar , Tarun Yengantiwar

Multimodal Speech Emotion Recognition, SER, Audio-Visual Fusion, Deep Learning

Multimodal speech emotion recognition (SER) is an emerging field at the intersection of signal processing, machine learning, and affective computing. Emotions conveyed through speech are multifaceted and complex, influenced by various factors including tone, pitch, tempo, and linguistic content. In recent years, researchers have increasingly recognized the importance of integrating multiple modalities such as audio, visual, and textual information to enhance the accuracy and robustness of SER systems. This paper provides a comprehensive overview of multimodal SER, discussing techniques, challenges, and future directions in the field. We survey state-of-the-art methods for feature extraction, fusion, and classification, highlighting the strengths and limitations of different approaches. Furthermore, we identify key challenges such as data scarcity, cross-lingual and cross-cultural variability, and ethical considerations, and propose potential solutions. Finally, we outline future research directions aimed at advancing the performance and applicability of multimodal SER systems in real-world scenarios.

Published Paper   E-Certificate

"MULTIMODAL SPEECH EMOTION RECOGNITION- Review", IJNRD - INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (www.IJNRD.org), ISSN:2456-4184, Vol.9, Issue 5, page no.e890-e895, May-2024, Available :https://ijnrd.org/papers/IJNRD2405494.pdf

Volume 9 Issue 5, May-2024

Pages : e890-e895

Paper Reg. ID: IJNRD_221916

Published Paper Id: IJNRD2405494

Downloads: 000121130

Research Area: Computer Engineering 

Country: Nagpur, Maharashtra, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2405494.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2405494

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Publisher: IJNRD (IJ Publication) Janvi Wave

This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition

Call For Paper - Volume 10 | Issue 8 | August 2025

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INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (IJNRD) aims to explore advances in research pertaining to applied, theoretical and experimental Technological studies. The goal is to promote scientific information interchange between researchers, developers, engineers, students, and practitioners working in and around the world. IJNRD will provide an opportunity for practitioners and educators of engineering field to exchange research evidence, models of best practice and innovative ideas.

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