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Multimodal sentiment analysis benefits various applications such as human-computer interaction and recommendation systems. It aims to infer the users' bipolar ideas using visual, textual, and acoustic signals. Although researchers affirm…

机器学习 · 计算机科学 2021-06-29 Sana Rahmani , Saeid Hosseini , Raziyeh Zall , Mohammad Reza Kangavari , Sara Kamran , Wen Hua

Short-form video platforms integrate text, visuals, and audio into complex communicative acts, yet existing research analyzes these modalities in isolation, lacking scalable frameworks to interpret their joint contributions. This study…

多媒体 · 计算机科学 2026-01-22 Mingyue Zha , Ho-Chun Herbert Chang

This paper focuses on how to extract opinions over each Persian sentence-level text. Deep learning models provided a new way to boost the quality of the output. However, these architectures need to feed on big annotated data as well as an…

Accurate recognition of human emotions is a crucial challenge in affective computing and human-robot interaction (HRI). Emotional states play a vital role in shaping behaviors, decisions, and social interactions. However, emotional…

机器人学 · 计算机科学 2024-09-19 Youssef Mohamed , Severin Lemaignan , Arzu Guneysu , Patric Jensfelt , Christian Smith

Memes have become a distinctive and effective form of communication in the digital era, attracting online communities and cutting across cultural barriers. Even though memes are frequently linked with humor, they have an amazing capacity to…

计算机视觉与模式识别 · 计算机科学 2024-01-19 Kazi Toufique Elahi , Tasnuva Binte Rahman , Shakil Shahriar , Samir Sarker , Sajib Kumar Saha Joy , Faisal Muhammad Shah

Multimodal sentiment analysis (MSA), which supposes to improve text-based sentiment analysis with associated acoustic and visual modalities, is an emerging research area due to its potential applications in Human-Computer Interaction (HCI).…

多媒体 · 计算机科学 2022-09-07 Yihe Liu , Ziqi Yuan , Huisheng Mao , Zhiyun Liang , Wanqiuyue Yang , Yuanzhe Qiu , Tie Cheng , Xiaoteng Li , Hua Xu , Kai Gao

Multimodal fusion is considered a key step in multimodal tasks such as sentiment analysis, emotion detection, question answering, and others. Most of the recent work on multimodal fusion does not guarantee the fidelity of the multimodal…

This paper aims to demonstrate the importance and feasibility of fusing multimodal information for emotion recognition. It introduces a multimodal framework for emotion understanding by fusing the information from visual facial features and…

人工智能 · 计算机科学 2023-06-06 Puneet Kumar , Xiaobai Li

Sentiment analysis is a research topic focused on analysing data to extract information related to the sentiment that it causes. Applications of sentiment analysis are wide, ranging from recommendation systems, and marketing to customer…

机器学习 · 计算机科学 2021-10-29 Vasco Lopes , António Gaspar , Luís A. Alexandre , João Cordeiro

Today, Social networks such as Twitter are the most widely used platforms for communication of people. Analyzing this data has useful information to recognize the opinion of people in tweets. Sentiment analysis plays a vital role in NLP,…

计算与语言 · 计算机科学 2026-02-25 Seyed Himan Ghaderi , Saeed Sarbazi Azad , Mohammad Mehdi Jaziriyan , Ahmad Akbari

Recently, multimodal sentiment analysis has seen remarkable advance and a lot of datasets are proposed for its development. In general, current multimodal sentiment analysis datasets usually follow the traditional system of…

计算与语言 · 计算机科学 2021-09-20 Hongxuan Tang , Hao Liu , Xinyan Xiao , Hua Wu

This paper proposes a multimodal emotion recognition system based on hybrid fusion that classifies the emotions depicted by speech utterances and corresponding images into discrete classes. A new interpretability technique has been…

计算机视觉与模式识别 · 计算机科学 2023-01-10 Puneet Kumar , Sarthak Malik , Balasubramanian Raman

Multimodal affective computing analyzes user-generated social media content to predict emotional states. However, a critical gap remains in understanding how visual content shapes cognitive interpretations and elicits specific affective…

人工智能 · 计算机科学 2026-04-28 Nastaran Dab , Raziyeh Zall , Mohammadreza Kangavari

This paper proposes a system capable of recognizing a speaker's utterance-level emotion through multimodal cues in a video. The system seamlessly integrates multiple AI models to first extract and pre-process multimodal information from the…

人机交互 · 计算机科学 2023-08-29 Sun-Kyung Lee , Jong-Hwan Kim

Multi-modal sentiment analysis plays an important role for providing better interactive experiences to users. Each modality in multi-modal data can provide different viewpoints or reveal unique aspects of a user's emotional state. In this…

机器学习 · 计算机科学 2021-06-23 Debapriya Banerjee , Fotios Lygerakis , Fillia Makedon

Sentiment analysis, the automated process of determining emotions or opinions expressed in text, has seen extensive exploration in the field of natural language processing. However, one aspect that has remained underrepresented is the…

计算与语言 · 计算机科学 2024-09-16 Mouad Jbel , Mourad Jabrane , Imad Hafidi , Abdulmutallib Metrane

Multimodal sentiment analysis has a wide range of applications due to its information complementarity in multimodal interactions. Previous works focus more on investigating efficient joint representations, but they rarely consider the…

计算机视觉与模式识别 · 计算机科学 2022-08-31 Rongfei Chen , Wenju Zhou , Yang Li , Huiyu Zhou

Multimodal sentiment analysis (MSA) aims to predict human sentiment from textual, acoustic, and visual information in videos. Recent studies improve multimodal fusion by modeling modality interaction and assigning different modality…

多媒体 · 计算机科学 2026-04-08 Chen Su , Yuanhe Tian , Yan Song

An automated approach to text readability assessment is essential to a language and can be a powerful tool for improving the understandability of texts written and published in that language. However, the Persian language, which is spoken…

计算与语言 · 计算机科学 2020-04-23 Hamid Mohammadi , Seyed Hossein Khasteh

With the rapid development of multimedia, the shift from unimodal textual sentiment analysis to multimodal image-text sentiment analysis has obtained academic and industrial attention in recent years. However, multimodal sentiment analysis…

多媒体 · 计算机科学 2024-12-11 Fuhai Chen , Pengpeng Huang , Xuri Ge , Jie Huang , Zishuo Bao