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Related papers: BANSpEmo: A Bangla Emotional Speech Recognition Da…

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Recent developments in speech emotion recognition (SER) often leverage deep neural networks (DNNs). Comparing and benchmarking different DNN models can often be tedious due to the use of different datasets and evaluation protocols. To…

Sound · Computer Science 2021-10-08 Neil Scheidwasser-Clow , Mikolaj Kegler , Pierre Beckmann , Milos Cernak

Accomplishments in the field of artificial intelligence are utilized in the advancement of computing and making of intelligent machines for facilitating mankind and improving user experience. Emotions are rudimentary for people, affecting…

Sound · Computer Science 2022-06-22 Asfand Ali , Danial Nasir , Mohammad Hassan Jawad

Emotion plays a crucial role in human conversation. This paper underscores the significance of considering emotion in speech translation. We present the MELD-ST dataset for the emotion-aware speech translation task, comprising…

Computation and Language · Computer Science 2024-05-24 Sirou Chen , Sakiko Yahata , Shuichiro Shimizu , Zhengdong Yang , Yihang Li , Chenhui Chu , Sadao Kurohashi

Emotion is essential in spoken communication, yet most existing frameworks in speech emotion modeling rely on predefined categories or low-dimensional continuous attributes, which offer limited expressive capacity. Recent advances in speech…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-07 Tianhua Qi , Wenming Zheng , Björn W. Schuller , Zhaojie Luo , Haizhou Li

In this work, we tackle a problem of speech emotion classification. One of the issues in the area of affective computation is that the amount of annotated data is very limited. On the other hand, the number of ways that the same emotion can…

Computation and Language · Computer Science 2018-04-02 Egor Lakomkin , Cornelius Weber , Stefan Wermter

The increasing adoption of text-to-speech technologies has led to a growing demand for natural and emotive voices that adapt to a conversation's context and emotional tone. The Emotive Narrative Storytelling (EMNS) corpus is a unique speech…

Computation and Language · Computer Science 2023-05-26 Kari Ali Noriy , Xiaosong Yang , Jian Jun Zhang

As the most important human-machine interfacing tool, an insignificant amount of work has been carried out on Bangla Speech Recognition compared to the English language. Motivated by this, in this work, the performance of…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-12 Dipayan Bhadra , Mehrab Hosain , Fatema Alam

Named Entity Recognition (NER) is a fundamental task in natural language processing that involves identifying and classifying named entities in text. But much work hasn't been done for complex named entity recognition in Bangla, despite…

Computation and Language · Computer Science 2023-03-20 HAZ Sameen Shahgir , Ramisa Alam , Md. Zarif Ul Alam

Spontaneous datasets for Speech Emotion Recognition (SER) are scarce and frequently derived from laboratory environments or staged scenarios, such as TV shows, limiting their application in real-world contexts. We developed and publicly…

Audio and Speech Processing · Electrical Eng. & Systems 2024-12-05 Lucía Gómez-Zaragozá , Rocío del Amor , María José Castro-Bleda , Valery Naranjo , Mariano Alcañiz Raya , Javier Marín-Morales

Despite impressive advancements in multilingual corpora collection and model training, developing large-scale deployments of multilingual models still presents a significant challenge. This is particularly true for language tasks that are…

Computation and Language · Computer Science 2023-06-14 Łukasz Augustyniak , Szymon Woźniak , Marcin Gruza , Piotr Gramacki , Krzysztof Rajda , Mikołaj Morzy , Tomasz Kajdanowicz

The long-standing goal of Artificial Intelligence (AI) has been to create human-like conversational systems. Such systems should have the ability to develop an emotional connection with the users, hence emotion recognition in dialogues is…

Computation and Language · Computer Science 2022-05-30 Gopendra Vikram Singh , Priyanshu Priya , Mauajama Firdaus , Asif Ekbal , Pushpak Bhattacharyya

This paper describes the Ubenwa CryCeleb dataset - a labeled collection of infant cries - and the accompanying CryCeleb 2023 task, which is a public speaker verification challenge based on cry sounds. We released more than 6 hours of…

Sound · Computer Science 2024-03-22 David Budaghyan , Charles C. Onu , Arsenii Gorin , Cem Subakan , Doina Precup

We propose a study of the mathematical properties of voice as an audio signal. This work includes signals in which the channel conditions are not ideal for emotion recognition. Multiresolution analysis discrete wavelet transform was…

Sound · Computer Science 2019-09-04 Damian Campo , Manuela Bastidas , Olga Lucía Quintero

Speech Emotion Recognition (SER) is the use of machines to detect the emotional state of humans based on the speech, which is gaining importance in natural human-computer interaction. Speech is a very valuable source of information, as…

Achieving realistic, vivid, and human-like synthesized conversational gestures conditioned on multi-modal data is still an unsolved problem due to the lack of available datasets, models and standard evaluation metrics. To address this, we…

Computer Vision and Pattern Recognition · Computer Science 2022-09-21 Haiyang Liu , Zihao Zhu , Naoya Iwamoto , Yichen Peng , Zhengqing Li , You Zhou , Elif Bozkurt , Bo Zheng

Emotion detection is an established NLP task of demonstrated utility for text understanding. However, basic emotion detection leaves out key information, namely, who is experiencing the emotion in question. For example, it may be the…

Computation and Language · Computer Science 2022-02-17 Samira Zad , Joshuan Jimenez , Mark A. Finlayson

Brain-computer interfaces is an important and hot research topic that revolutionize how people interact with the world, especially for individuals with neurological disorders. While extensive research has been done in EEG signals of English…

Human-Computer Interaction · Computer Science 2024-11-05 Hazem Darwish , Abdalrahman Al Malah , Khloud Al Jallad , Nada Ghneim

Emotions lie on a broad continuum and treating emotions as a discrete number of classes limits the ability of a model to capture the nuances in the continuum. The challenge is how to describe the nuances of emotions and how to enable a…

Sound · Computer Science 2022-11-16 Hira Dhamyal , Benjamin Elizalde , Soham Deshmukh , Huaming Wang , Bhiksha Raj , Rita Singh

Even though speech-emotion recognition (SER) has been receiving much attention as research topic, there are still some disputes about which vocal features can identify certain emotion. Emotion expression is also known to be differed…

Human-Computer Interaction · Computer Science 2017-10-02 Novita Belinda Wunarso , Yustinus Eko Soelistio

Recognizing human non-speech vocalizations is an important task and has broad applications such as automatic sound transcription and health condition monitoring. However, existing datasets have a relatively small number of vocal sound…

Sound · Computer Science 2022-06-22 Yuan Gong , Jin Yu , James Glass