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Emotion elicitation using emotional film clips is one of the most common and ecologically valid methods in Affective Computing. However, selecting and validating appropriate materials that evoke a range of emotions is challenging. Here we…

人机交互 · 计算机科学 2024-10-28 Rukshani Somarathna , Patrik Vuilleumier , Gelareh Mohammadi

In this project, we aim to classify the speech taken as one of the four emotions namely, sadness, anger, fear and happiness. The samples that have been taken to complete this project are taken from Linguistic Data Consortium (LDC) and UGA…

音频与语音处理 · 电气工程与系统科学 2020-02-19 Manas Jain , Shruthi Narayan , Pratibha Balaji , Bharath K P , Abhijit Bhowmick , Karthik R , Rajesh Kumar Muthu

Emotion recognition plays a pivotal role in enhancing human-computer interaction, particularly in movie recommendation systems where understanding emotional content is essential. While multimodal approaches combining audio and video have…

声音 · 计算机科学 2025-11-25 Xiangrui Xiong , Zhou Zhou , Guocai Nong , Junlin Deng , Ning Wu

Vocal bursts play an important role in communicating affect, making them valuable for improving speech emotion recognition. Here, we present our approach for classifying vocal bursts and predicting their emotional significance in the ACII…

声音 · 计算机科学 2022-09-28 Vincent Karas , Andreas Triantafyllopoulos , Meishu Song , Björn W. Schuller

Speech emotion recognition (SER) classifies audio into emotion categories such as Happy, Angry, Fear, Disgust and Neutral. While Speech Emotion Recognition (SER) is a common application for popular languages, it continues to be a problem…

声音 · 计算机科学 2022-11-17 Zihan Wang , Qi Meng , HaiFeng Lan , XinRui Zhang , KeHao Guo , Akshat Gupta

This paper introduces VoxSim, a dataset of perceptual voice similarity ratings. Recent efforts to automate the assessment of speech synthesis technologies have primarily focused on predicting mean opinion score of naturalness, leaving…

音频与语音处理 · 电气工程与系统科学 2024-07-29 Junseok Ahn , Youkyum Kim , Yeunju Choi , Doyeop Kwak , Ji-Hoon Kim , Seongkyu Mun , Joon Son Chung

The ability to modulate vocal sounds and generate speech is one of the features which set humans apart from other living beings. The human voice can be characterized by several attributes such as pitch, timbre, loudness, and vocal tone. It…

计算机视觉与模式识别 · 计算机科学 2017-10-30 Poorna Banerjee Dasgupta

As speech generation technology advances, the risk of misuse through deepfake audio has become a pressing concern, which underscores the critical need for robust detection systems. However, many existing speech deepfake datasets are limited…

声音 · 计算机科学 2025-07-30 Wen Huang , Yanmei Gu , Zhiming Wang , Huijia Zhu , Yanmin Qian

Automatic group emotion recognition plays an important role in understanding complex human-human interaction. This paper introduces, Emolysis, a Python-based, standalone open-source group emotion analysis toolkit for use in different social…

人机交互 · 计算机科学 2024-08-07 Shreya Ghosh , Zhixi Cai , Parul Gupta , Garima Sharma , Abhinav Dhall , Munawar Hayat , Tom Gedeon

Speech emotion recognition is a vital contributor to the next generation of human-computer interaction (HCI). However, current existing small-scale databases have limited the development of related research. In this paper, we present LSSED,…

声音 · 计算机科学 2021-02-04 Weiquan Fan , Xiangmin Xu , Xiaofen Xing , Weidong Chen , Dongyan Huang

In this work, we present TalkCuts, a large-scale dataset designed to facilitate the study of multi-shot human speech video generation. Unlike existing datasets that focus on single-shot, static viewpoints, TalkCuts offers 164k clips…

计算机视觉与模式识别 · 计算机科学 2025-10-14 Jiaben Chen , Zixin Wang , Ailing Zeng , Yang Fu , Xueyang Yu , Siyuan Cen , Julian Tanke , Yihang Chen , Koichi Saito , Yuki Mitsufuji , Chuang Gan

In this paper, we introduce a pretrained audio-visual Transformer trained on more than 500k utterances from nearly 4000 celebrities from the VoxCeleb2 dataset for human behavior understanding. The model aims to capture and extract useful…

多媒体 · 计算机科学 2022-01-25 Minh Tran , Mohammad Soleymani

Speech emotion recognition (SER), particularly for naturally expressed emotions, remains a challenging computational task. Key challenges include the inherent subjectivity in emotion annotation and the imbalanced distribution of emotion…

声音 · 计算机科学 2025-06-03 Tiantian Feng , Thanathai Lertpetchpun , Dani Byrd , Shrikanth Narayanan

Emotion recognition (ER) technology is an integral part for developing innovative applications such as drowsiness detection and health monitoring that plays a pivotal role in contemporary society. This study delves into ER using…

人机交互 · 计算机科学 2024-02-07 Haseeb ur Rahman Abbasi , Zeeshan Rashid , Muhammad Majid , Syed Muhammad Anwar

Human affects are complex paradox and an active research domain in affective computing. Affects are traditionally determined through a self-report based psychometric questionnaire or through facial expression recognition. However, few…

人机交互 · 计算机科学 2021-02-16 Md. Mahbubur Rahman , Akash Poddar , Md. Golam Rabiul Alam , Samrat Kumar Dey

In recent years, the field of talking faces generation has attracted considerable attention, with certain methods adept at generating virtual faces that convincingly imitate human expressions. However, existing methods face challenges…

计算机视觉与模式识别 · 计算机科学 2024-01-17 Bingyuan Zhang , Xulong Zhang , Ning Cheng , Jun Yu , Jing Xiao , Jianzong Wang

Unlike spoken languages where the use of prosodic features to convey emotion is well studied, indicators of emotion in sign language remain poorly understood, creating communication barriers in critical settings. Sign languages present…

计算机视觉与模式识别 · 计算机科学 2025-05-26 Phoebe Chua , Cathy Mengying Fang , Takehiko Ohkawa , Raja Kushalnagar , Suranga Nanayakkara , Pattie Maes

People interacting with voice assistants are often frustrated by voice assistants' frequent errors and inability to respond to backchannel cues. We introduce an open-source video dataset of 21 participants' interactions with a voice…

人机交互 · 计算机科学 2021-04-16 Andrea Cuadra , Hansol Lee , Jason Cho , Wendy Ju

Recent works demonstrate that voice assistants do not perform equally well for everyone, but research on demographic robustness of speech technologies is still scarce. This is mainly due to the rarity of large datasets with controlled…

We leverage different context windows when predicting the emotion of different utterances. New modules are included to realize variable-length context: 1) two speaker-aware units, which explicitly model inner- and inter-speaker dependencies…

计算与语言 · 计算机科学 2023-02-14 Xiaochen Zhang , Daniel Tang