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Emotional concepts play a huge role in our daily life since they take part into many cognitive processes: from the perception of the environment around us to different learning processes and natural communication. Social robots need to…

神经与进化计算 · 计算机科学 2018-08-02 Pablo Barros , Emilia Barakova , Stefan Wermter

In this paper, we explore prior research and introduce a new methodology for classifying mental state levels based on EEG signals utilizing machine learning (ML). Our method proposes an optimized training method by introducing a validation…

信号处理 · 电气工程与系统科学 2023-12-18 Maxime Girard , Rémi Nahon , Enzo Tartaglione , Van-Tam Nguyen

Sentiment analysis is crucial for the advancement of artificial intelligence (AI). Sentiment understanding can help AI to replicate human language and discourse. Studying the formation and response of sentiment state from well-trained…

计算与语言 · 计算机科学 2020-04-23 Yanan Jia , Sony SungChu

In recent years, the use of bio-sensing signals such as electroencephalogram (EEG), electrocardiogram (ECG), etc. have garnered interest towards applications in affective computing. The parallel trend of deep-learning has led to a huge leap…

机器学习 · 计算机科学 2019-05-20 Siddharth Siddharth , Tzyy-Ping Jung , Terrence J. Sejnowski

Sentiment classification involves quantifying the affective reaction of a human to a document, media item or an event. Although researchers have investigated several methods to reliably infer sentiment from lexical, speech and body language…

信息检索 · 计算机科学 2018-06-11 Rahul Gupta , Saurabh Sahu , Carol Espy-Wilson , Shrikanth Narayanan

In this paper, we address the problem of multimodal emotion recognition from multiple physiological signals. We demonstrate that a Transformer-based approach is suitable for this task. In addition, we present how such models may be…

信号处理 · 电气工程与系统科学 2022-12-29 Juan Vazquez-Rodriguez , Grégoire Lefebvre , Julien Cumin , James L Crowley

Automatic prediction of emotion promises to revolutionise human-computer interaction. Recent trends involve fusion of multiple data modalities - audio, visual, and physiological - to classify emotional state. However, in practice,…

机器学习 · 计算机科学 2020-04-21 Ross Harper , Joshua Southern

The behavioural research of pigs can be greatly simplified if automatic recognition systems are used. Especially systems based on computer vision have the advantage that they allow an evaluation without affecting the normal behaviour of the…

计算机视觉与模式识别 · 计算机科学 2020-09-03 Johannes Brünger , Maria Gentz , Imke Traulsen , Reinhard Koch

As artificial intelligence becomes more and more ingrained in daily life, we present a novel system that uses deep learning for music recommendation and emotion-based detection. Through the use of facial recognition and the DeepFace…

计算机视觉与模式识别 · 计算机科学 2025-03-27 Swetha Kambham , Hubert Jhonson , Sai Prathap Reddy Kambham

Research in dolphin communication and cognition requires detailed inspection of audible dolphin signals. The manual analysis of these signals is cumbersome and time-consuming. We seek to automate parts of the analysis using modern deep…

音频与语音处理 · 电气工程与系统科学 2020-05-18 Daniel Kohlsdorf , Denise Herzing , Thad Starner

Body movements carry important information about a person's emotions or mental state and are essential in daily communication. Enhancing the ability of machines to understand emotions expressed through body language can improve the…

人工智能 · 计算机科学 2023-04-06 Chenyan Wu , Dolzodmaa Davaasuren , Tal Shafir , Rachelle Tsachor , James Z. Wang

In this paper, we introduce an end-to-end machine learning-based system for classifying autism spectrum disorder (ASD) using facial attributes such as expressions, action units, arousal, and valence. Our system classifies ASD using…

计算机视觉与模式识别 · 计算机科学 2019-04-09 Beibin Li , Sachin Mehta , Deepali Aneja , Claire Foster , Pamela Ventola , Frederick Shic , Linda Shapiro

Level assessment for foreign language students is necessary for putting them in the right level group, furthermore, interviewing students is a very time-consuming task, so we propose to automate the evaluation of speaker fluency level by…

机器学习 · 统计学 2018-09-03 Alan Preciado-Grijalva , Ramon F. Brena

Deciphering the semantics of animal language has been a grand challenge. This study presents a data-driven investigation into the semantics of dog vocalizations via correlating different sound types with consistent semantics. We first…

声音 · 计算机科学 2023-09-26 Yufei Wang , Chunhao Zhang , Jieyi Huang , Mengyue Wu , Kenny Zhu

Emotion has an important role in daily life, as it helps people better communicate with and understand each other more efficiently. Facial expressions can be classified into 7 categories: angry, disgust, fear, happy, neutral, sad and…

计算机视觉与模式识别 · 计算机科学 2025-04-07 Shaoyuan Xu , Yang Cheng , Qian Lin , Jan P. Allebach

A remote robot operator's affective state can significantly impact the resulting robot's motions leading to unexpected consequences, even when the user follows protocol and performs permitted tasks. The recognition of a user operator's…

机器人学 · 计算机科学 2025-12-12 Xinyu Qi , Zeyu Deng , Shaun Alexander Macdonald , Liying Li , Chen Wang , Muhammad Ali Imran , Philip G. Zhao

Affective states regulate our day to day to function and has a tremendous effect on mental and physical health. Detection of affective states is of utmost importance for mental health monitoring, smart entertainment selection and dynamic…

人机交互 · 计算机科学 2024-02-29 Ritam Ghosh

Sonification is the science of communication of data and events to users through sounds. Auditory icons, earcons, and speech are the common auditory display schemes utilized in sonification, or more specifically in the use of audio to…

In this work, we train fully convolutional networks to detect anger in speech. Since training these deep architectures requires large amounts of data and the size of emotion datasets is relatively small, we use transfer learning. However,…

机器学习 · 计算机科学 2019-02-07 Mohamed Ezzeldin A. ElShaer , Scott Wisdom , Taniya Mishra

Emotions widely affect human decision-making. This fact is taken into account by affective computing with the goal of tailoring decision support to the emotional states of individuals. However, the accurate recognition of emotions within…

计算与语言 · 计算机科学 2018-11-14 Bernhard Kratzwald , Suzana Ilic , Mathias Kraus , Stefan Feuerriegel , Helmut Prendinger