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A growing field in robotics and Artificial Intelligence (AI) research is human-robot collaboration, whose target is to enable effective teamwork between humans and robots. However, in many situations human teams are still superior to…

机器人学 · 计算机科学 2017-11-27 Giovanni Saponaro , Lorenzo Jamone , Alexandre Bernardino , Giampiero Salvi

This research report explores the role of eye gaze in human-robot interactions and proposes a learning system for detecting objects gazed at by humans using solely visual feedback. The system leverages face detection, human attention…

机器人学 · 计算机科学 2025-09-16 Shiva Hanifi , Elisa Maiettini , Maria Lombardi , Lorenzo Natale

Computational models can advance affective science by shedding light onto the interplay between cognition and emotion from an information processing point of view. We propose a computational model of emotion that integrates reinforcement…

人机交互 · 计算机科学 2023-10-27 Jiayi Zhang , Joost Broekens , Jussi Jokinen

The development of agents with emotional intelligence is becoming increasingly vital due to their significant role in human-computer interaction and the growing integration of computer systems across various sectors of society. Affective…

人机交互 · 计算机科学 2026-05-05 Raziyeh Zall , Alireza Kheyrkhah , Erik Cambria , Zahra Naseri , M. Reza Kangavari

Emotion Recognition in Conversation (ERC) has become a fundamental capability for large language models (LLMs) in human-centric interaction. Beyond accurate recognition, coherent emotional expression is also crucial, yet both are limited by…

人工智能 · 计算机科学 2026-04-21 Shaowei Zhang , Faqiang Qian , Yan Chen , Ziliang Wang , Kang An , Yong Dai , Mengya Gao , Yichao Wu

The recognition of emotions by humans is a complex process which considers multiple interacting signals such as facial expressions and both prosody and semantic content of utterances. Commonly, research on automatic recognition of emotions…

计算与语言 · 计算机科学 2019-09-10 Deniz Cevher , Sebastian Zepf , Roman Klinger

This paper illustrates our submission method to the fourth Affective Behavior Analysis in-the-Wild (ABAW) Competition. The method is used for the Multi-Task Learning Challenge. Instead of using only face information, we employ full…

计算机视觉与模式识别 · 计算机科学 2022-07-25 Irfan Haider , Minh-Trieu Tran , Soo-Hyung Kim , Hyung-Jeong Yang , Guee-Sang Lee

When a person is not satisfied with how a robot performs a task, they can intervene to correct it. Reward learning methods enable the robot to adapt its reward function online based on such human input, but they rely on handcrafted…

机器人学 · 计算机科学 2021-01-13 Andreea Bobu , Marius Wiggert , Claire Tomlin , Anca D. Dragan

We present a novel deep learning-based framework to generate embedding representations of fine-grained emotions that can be used to computationally describe psychological models of emotions. Our framework integrates a contextualized…

计算与语言 · 计算机科学 2021-04-21 Yuting Guo , Jinho Choi

We propose a developmental approach that allows a robot to interpret and describe the actions of human agents by reusing previous experience. The robot first learns the association between words and object affordances by manipulating the…

机器人学 · 计算机科学 2020-06-12 Giovanni Saponaro , Lorenzo Jamone , Alexandre Bernardino , Giampiero Salvi

The primary objective is to teach a machine about human emotions, which has become an essential requirement in the field of social intelligence, also expedites the progress of human-machine interactions. The ability of a machine to…

音频与语音处理 · 电气工程与系统科学 2020-06-23 Sai Nikhil Chennoor , B. R. K. Madhur , Moujiz Ali , T. Kishore Kumar

Speech emotion recognition (SER) systems aim to recognize human emotional state during human-computer interaction. Most existing SER systems are trained based on utterance-level labels. However, not all frames in an audio have affective…

声音 · 计算机科学 2023-12-29 Qifei Li , Yingming Gao , Cong Wang , Yayue Deng , Jinlong Xue , Yichen Han , Ya Li

"How does the person in the bounding box feel?" Achieving human-level recognition of the apparent emotion of a person in real world situations remains an unsolved task in computer vision. Facial expressions are not enough: body pose,…

计算机视觉与模式识别 · 计算机科学 2025-02-03 Yasaman Etesam , Özge Nilay Yalçın , Chuxuan Zhang , Angelica Lim

Robots learn as they interact with humans. Consider a human teleoperating an assistive robot arm: as the human guides and corrects the arm's motion, the robot gathers information about the human's desired task. But how does the human know…

机器人学 · 计算机科学 2024-04-16 James F. Mullen , Josh Mosier , Sounak Chakrabarti , Anqi Chen , Tyler White , Dylan P. Losey

Effective human-agent interaction (HAI) relies on accurate and adaptive perception of human emotional states. While multimodal deep learning models - leveraging facial expressions, speech, and textual cues - offer high accuracy in emotion…

机器学习 · 计算机科学 2025-12-15 Matvey Nepomnyaschiy , Oleg Pereziabov , Anvar Tliamov , Stanislav Mikhailov , Ilya Afanasyev

Acoustic emotion recognition aims to categorize the affective state of the speaker and is still a difficult task for machine learning models. The difficulties come from the scarcity of training data, general subjectivity in emotion…

计算与语言 · 计算机科学 2018-04-02 Egor Lakomkin , Cornelius Weber , Sven Magg , Stefan Wermter

The capability to automatically detect human stress can benefit artificial intelligent agents involved in affective computing and human-computer interaction. Stress and emotion are both human affective states, and stress has proven to have…

计算与语言 · 计算机科学 2021-05-19 Yiqun Yao , Michalis Papakostas , Mihai Burzo , Mohamed Abouelenien , Rada Mihalcea

A multi-modal emotion recognition method was established by combining two-channel convolutional neural network with ring network. This method can extract emotional information effectively and improve learning efficiency. The words were…

人工智能 · 计算机科学 2023-11-21 Jiazhen Wang

In recent years, there has been growing interest in developing robots and autonomous systems that can interact with human in a more natural and intuitive way. One of the key challenges in achieving this goal is to enable these systems to…

机器人学 · 计算机科学 2025-10-29 Ziqi Ma , Changda Tian , Yue Gao

Human emotions are often not expressed directly, but regulated according to internal processes and social display rules. For affective computing systems, an understanding of how users regulate their emotions can be highly useful, for…