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Related papers: ShEMO -- A Large-Scale Validated Database for Pers…

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The availability of large, high-quality emotional speech databases is essential for advancing speech emotion recognition (SER) in real-world scenarios. However, many existing databases face limitations in size, emotional balance, and…

A multi-modal emotional speech Mandarin database including articulatory kinematics, acoustics, glottal and facial micro-expressions is designed and established, which is described in detail from the aspects of corpus design, subject…

Audio and Speech Processing · Electrical Eng. & Systems 2024-01-17 Zhu Ting , Li Liangqi , Duan Shufei , Zhang Xueying , Xiao Zhongzhe , Jia Hairng , Liang Huizhi

This research is dedicated to improving text-independent Emirati-accented speaker identification performance in stressful talking conditions using three distinct classifiers: First-Order Hidden Markov Models (HMM1s), Second-Order Hidden…

Sound · Computer Science 2019-10-30 Ismail Shahin , Ali Bou Nassif

Recognizing a speaker's emotion from their speech can be a key element in emergency call centers. End-to-end deep learning systems for speech emotion recognition now achieve equivalent or even better results than conventional machine…

Artificial Intelligence · Computer Science 2021-10-29 Théo Deschamps-Berger , Lori Lamel , Laurence Devillers

In this paper, we first provide a review of the state-of-the-art emotional voice conversion research, and the existing emotional speech databases. We then motivate the development of a novel emotional speech database (ESD) that addresses…

Computation and Language · Computer Science 2022-01-11 Kun Zhou , Berrak Sisman , Rui Liu , Haizhou Li

Today, Social networks such as Twitter are the most widely used platforms for communication of people. Analyzing this data has useful information to recognize the opinion of people in tweets. Sentiment analysis plays a vital role in NLP,…

Computation and Language · Computer Science 2026-02-25 Seyed Himan Ghaderi , Saeed Sarbazi Azad , Mohammad Mehdi Jaziriyan , Ahmad Akbari

Speech Large Language Models (LLMs) show great promise for speech emotion recognition (SER) via generative interfaces. However, shifting from closed-set classification to open text generation introduces zero-shot stochasticity, making…

Sound · Computer Science 2026-03-11 Hezhao Zhang , Huang-Cheng Chou , Shrikanth Narayanan , Thomas Hain

Persian poses unique audio understanding challenges through its classical poetry, traditional music, and pervasive code-switching - none captured by existing benchmarks. We introduce PARSA-Bench (Persian Audio Reasoning and Speech…

Computation and Language · Computer Science 2026-03-17 Mohammad Javad Ranjbar Kalahroodi , Mohammad Amini , Parmis Bathayan , Heshaam Faili , Azadeh Shakery

In the recent decade, with the enormous growth of digital content in internet and databases, sentiment analysis has received more and more attention between information retrieval and natural language processing researchers. Sentiment…

Computation and Language · Computer Science 2014-12-30 Ayoub Bagheri , Mohamad Saraee

Social media has been remarkably grown during the past few years. Nowadays, posting messages on social media websites has become one of the most popular Internet activities. The vast amount of user-generated content has made social media…

Computation and Language · Computer Science 2021-05-03 Zeinab Rajabi , MohammadReza Valavi

Recent advancements in transformer-based speech representation models have greatly transformed speech processing. However, there has been limited research conducted on evaluating these models for speech emotion recognition (SER) across…

Computation and Language · Computer Science 2023-08-21 Anant Singh , Akshat Gupta

This study focuses on the creation of the KazEmoTTS dataset, designed for emotional Kazakh text-to-speech (TTS) applications. KazEmoTTS is a collection of 54,760 audio-text pairs, with a total duration of 74.85 hours, featuring 34.23 hours…

Audio and Speech Processing · Electrical Eng. & Systems 2024-04-11 Adal Abilbekov , Saida Mussakhojayeva , Rustem Yeshpanov , Huseyin Atakan Varol

The proliferation of hate speech and offensive comments on social media has become increasingly prevalent due to user activities. Such comments can have detrimental effects on individuals' psychological well-being and social behavior. While…

Emotion recognition can enhance humanized machine responses to user commands, while voiceprint-based perception systems can be easily integrated into commonly used devices like smartphones and stereos. Despite having the largest number of…

Multimedia · Computer Science 2024-08-26 Jinghua Tang , Liyun Zhang , Yu Lu , Dian Ding , Lanqing Yang , YiChao Chen , Minjie Bian , Xiaoshan Li , Guangtao Xue

Speech emotion recognition (SER) is a pivotal technology for human-computer interaction systems. However, 80.77% of SER papers yield results that cannot be reproduced. We develop EMO-SUPERB, short for EMOtion Speech Universal PERformance…

Audio and Speech Processing · Electrical Eng. & Systems 2024-03-13 Haibin Wu , Huang-Cheng Chou , Kai-Wei Chang , Lucas Goncalves , Jiawei Du , Jyh-Shing Roger Jang , Chi-Chun Lee , Hung-Yi Lee

We present a new data set for speech emotion recognition (SER) tasks called Dusha. The corpus contains approximately 350 hours of data, more than 300 000 audio recordings with Russian speech and their transcripts. Therefore it is the…

Audio and Speech Processing · Electrical Eng. & Systems 2022-12-26 Vladimir Kondratenko , Artem Sokolov , Nikolay Karpov , Oleg Kutuzov , Nikita Savushkin , Fyodor Minkin

Speech Emotion Recognition (SER) research has faced limitations due to the lack of standard and sufficiently large datasets. Recent studies have leveraged pre-trained models to extract features for downstream tasks such as SER. This work…

Artificial Intelligence · Computer Science 2026-02-10 Ali Shendabadi , Parnia Izadirad , Mostafa Salehi , Mahmoud Bijankhan

This paper introduces HeBERT and HebEMO. HeBERT is a Transformer-based model for modern Hebrew text, which relies on a BERT (Bidirectional Encoder Representations for Transformers) architecture. BERT has been shown to outperform alternative…

Computation and Language · Computer Science 2022-06-28 Avihay Chriqui , Inbal Yahav

The lack of an available emotion pathology database is one of the key obstacles in studying the emotion expression status of patients with dysarthria. The first Chinese multimodal emotional pathological speech database containing…

Audio and Speech Processing · Electrical Eng. & Systems 2023-12-15 Ting Zhu , Shufei Duan , Huizhi Liang , Wei Zhang

Social media hold valuable, vast and unstructured information on public opinion that can be utilized to improve products and services. The automatic analysis of such data, however, requires a deep understanding of natural language. Current…

Computation and Language · Computer Science 2019-10-01 Kia Dashtipour , Mandar Gogate , Jingpeng Li , Fengling Jiang , Bin Kong , Amir Hussain