Article

Multi-level Conflict-Aware Network for Multi-modal Sentiment Analysis

2025-02-14

Abstract excerpt

Multimodal Sentiment Analysis (MSA) aims to recognize human emotions by exploiting textual, acoustic, and visual modalities, and thus how to make full use of the interactions between different modalities is a central challenge of MSA. Interaction contains alignment and conflict aspects. Current works mainly emphasize alignment and the inherent differences between unimodal modalities, neglecting the fact that there...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: c430980f-c648-5d70-8685-dc46bd5f2681
DOI: 10.20944/preprints202502.1056.v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Multi-level Conflict-Aware Network for Multi-modal Sentiment AnalysisDOI 10.20944/preprints202502.1056.v1Read

Speech-based Sentiment Recognition System using PDCNN and LSTM AlgorithmsSemantic proximity Read

ArmanEmo: A Persian Dataset for Text-based Emotion DetectionSemantic proximity Read

A Comprehensive Review in Unimodal and Multimodal Emotion RecognitionSemantic proximity Read

A New Framework for Multilingual Sentiment Analysis in Natural Language Processing Using a Pre-trained BERT Model Supported by Multi-class Machine Learning MethodsSemantic proximity Read

Multimodal modeling of human emotions using sound, image and text fusionSemantic proximity Read

A Deep Learning Framework for Emotion Recognitionin Music Using Multimodal Data FusionSemantic proximity Read

Recognizing More Emotions with Less Data Using Self-supervised Transfer LearningSemantic proximity Read

Lingo-Aura: A Cognitive-Informed and Numerically Robust Multimodal Framework for Predictive Affective Computing in Clinical DiagnosticsSemantic proximity Read

Bangla Speech Emotion Recognition Using Deep Learning-Based Ensemble Learning and Feature FusionSemantic proximity Read

Modelling Human-Like Emotion Perception Using Multimodal Deep LearningSemantic proximity Read

Enhancing Multi-label Emotion Prediction through Rule-based Voting with LLM and BERT VariantsSemantic proximity Read

BOPA-Fast: Bipolar Outer Product Attention for Efficient and Interpretable Multimodal FusionSemantic proximity Read