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Speech-driven 3D facial animation aims to generate realistic and expressive facial motions directly from audio. While recent methods achieve high-quality lip synchronization, they often rely on discrete emotion categories, limiting…

多媒体 · 计算机科学 2026-01-16 Diqiong Jiang , Kai Zhu , Dan Song , Jian Chang , Chenglizhao Chen , Zhenyu Wu

The latent knowledge in the emotions and the opinions of the individuals that are manifested via social networks are crucial to numerous applications including social management, dynamical processes, and public security. Affective…

机器学习 · 计算机科学 2021-06-04 Sara Kamran , Raziyeh Zall , Mohammad Reza Kangavari , Saeid Hosseini , Sana Rahmani , Wen Hua

Canonical emotions, such as happy, sad, and fearful, are easy to understand and annotate. However, emotions are often compound, e.g. happily surprised, and can be mapped to the action units (AUs) used for expressing emotions, and trivially…

计算机视觉与模式识别 · 计算机科学 2024-04-02 Reni Paskaleva , Mykyta Holubakha , Andela Ilic , Saman Motamed , Luc Van Gool , Danda Paudel

Humans infer emotions by integrating observed multimodal cues with expectations about how affective states may unfold. Existing multimodal large language models (MLLMs), however, often treat emotion recognition as static fusion over…

计算机视觉与模式识别 · 计算机科学 2026-05-20 Bo Zhao , Fanghua Ye , Yixin Ji , Sicheng Zhao , Xiaojiang Peng , Zitong YU

Multimodal emotion recognition is an important research topic in artificial intelligence, whose main goal is to integrate multimodal clues to identify human emotional states. Current works generally assume accurate labels for benchmark…

Emotional Image Content Generation (EICG) aims to generate semantically clear and emotionally faithful images based on given emotion categories, with broad application prospects. While recent text-to-image diffusion models excel at…

计算机视觉与模式识别 · 计算机科学 2025-08-06 Kaishen Yuan , Yuting Zhang , Shang Gao , Yijie Zhu , Wenshuo Chen , Yutao Yue

The objective of this paper is to predict (A) whether a sentence in a written text expresses an emotion, (B) the mode(s) in which it is expressed, (C) whether it is basic or complex, and (D) its emotional category. One of our major…

计算与语言 · 计算机科学 2024-05-24 Aline Étienne , Delphine Battistelli , Gwénolé Lecorvé

Humans convey emotions through daily dialogues, making emotion understanding a crucial step of affective intelligence. To understand emotions in dialogues, machines are asked to recognize the emotion for an utterance (Emotion Recognition in…

计算与语言 · 计算机科学 2024-06-10 Jiangnan Li , Zheng Lin , Lanrui Wang , Qingyi Si , Yanan Cao , Mo Yu , Peng Fu , Weiping Wang , Jie Zhou

There is growing interest in affective computing for the representation and prediction of emotions along ordinal scales. However, the term ordinal emotion label has been used to refer to both absolute notions such as low or high arousal, as…

人工智能 · 计算机科学 2024-10-28 Jingyao Wu , Ting Dang , Vidhyasaharan Sethu , Eliathamby Ambikairajah

In this paper, we propose MMER, a novel Multimodal Multi-task learning approach for Speech Emotion Recognition. MMER leverages a novel multimodal network based on early-fusion and cross-modal self-attention between text and acoustic…

计算与语言 · 计算机科学 2023-06-06 Sreyan Ghosh , Utkarsh Tyagi , S Ramaneswaran , Harshvardhan Srivastava , Dinesh Manocha

Emotion recognition in conversation (ERC) aims to detect the emotion label for each utterance. Motivated by recent studies which have proven that feeding training examples in a meaningful order rather than considering them randomly can…

计算与语言 · 计算机科学 2022-04-22 Lin Yang , Yi Shen , Yue Mao , Longjun Cai

Word clouds are a popular text visualization technique that summarize an input text by displaying its most important words in a compact image. The traditional layout methods do not take proximity effects between words into account; this has…

人机交互 · 计算机科学 2023-06-23 Michael Huber , Martin Nöllenburg , Anaïs Villedieu

This paper addresses the question of emotion classification. The task consists in predicting emotion labels (taken among a set of possible labels) best describing the emotions contained in short video clips. Building on a standard framework…

计算机视觉与模式识别 · 计算机科学 2017-09-22 Valentin Vielzeuf , Stéphane Pateux , Frédéric Jurie

In social robotics, endowing humanoid robots with the ability to generate bodily expressions of affect can improve human-robot interaction and collaboration, since humans attribute, and perhaps subconsciously anticipate, such traces to…

机器人学 · 计算机科学 2022-05-03 Mina Marmpena , Fernando Garcia , Angelica Lim , Nikolas Hemion , Thomas Wennekers

Translating visual data into natural language is essential for machines to understand the world and interact with humans. In this work, a comprehensive study is conducted on video paragraph captioning, with the goal to generate…

计算机视觉与模式识别 · 计算机科学 2022-03-15 Qinyu Li , Tengpeng Li , Hanli Wang , Chang Wen Chen

Current recommendation systems often tend to overlook emotional context and rely on historical listening patterns or static mood tags. This paper introduces a novel music recommendation framework employing a variant of Wide and Deep…

信息检索 · 计算机科学 2025-10-28 Apoorva Chavali , Reeve Menezes

Emotion dynamics is a framework for measuring how an individual's emotions change over time. It is a powerful tool for understanding how we behave and interact with the world. In this paper, we introduce a framework to track emotion…

计算与语言 · 计算机科学 2021-11-17 Will E. Hipson , Saif M. Mohammad

Technological advancement and its omnipresent connection have pushed humans past the boundaries and limitations of a computer screen, physical state, or geographical location. It has provided a depth of avenues that facilitate…

多媒体 · 计算机科学 2023-11-21 Dayo Samuel Banjo , Connice Trimmingham , Niloofar Yousefi , Nitin Agarwal

Transformer models have significantly advanced the field of emotion recognition. However, there are still open challenges when exploring open-ended queries for Large Language Models (LLMs). Although current models offer good results,…

Words often convey affect -- emotions, feelings, and attitudes. Further, different words can convey affect to various degrees (intensities). However, existing manually created lexicons for basic emotions (such as anger and fear) indicate…

计算与语言 · 计算机科学 2022-10-18 Saif M. Mohammad