Multimodal Sentiment Analysis论文汇总

多模态情绪分析论文

YearTitleNetworkPublishPaperCodeRead2019Multimodal Transformer for Unaligned Multimodal Language SequencesMulTACLlinklink√2020CM-BERT: Cross-Modal BERT for Text-Audio Sentiment AnalysisCM-BERTACM MMlinklink√2020Integrating Multimodal Information in Large Pretrained TransformersMAGACLlinklink√2020MISA: Modality-Invariant and -Specific Representations for Multimodal Sentiment AnalysisMISAACM MMlinklink√2021Bi-Bimodal Modality Fusion for Correlation-Controlled Multimodal Sentiment AnalysisBBFNICMIlinklink2021CTNet: Conversational Transformer Network for Emotion RecognitionCTNetIEEE-ACM T AUDIO SPElink-2021Hybrid Contrastive Learning of Tri-Modal Representation for Multimodal Sentiment AnalysisHyConUnder Reviewlink-√2021Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment AnalysisMMIMEMNLPlinklink2021Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment AnalysisSelf-MMAAAIlinklink√2021MSAF: Multimodal Split Attention FusionMSAFUnder Reviewlink-√2022AMOA: Global Acoustic Feature Enhanced Modal-Order-Aware Network for Multimodal Sentiment AnalysisAMOACOLINGlink-√2022BAFN: Bi-direction Attention based Fusion Network for Multimodal Sentiment AnalysisBAFNTCSVTlink-2022CLMLF:A Contrastive Learning and Multi-Layer Fusion Method for Multimodal Sentiment DetectionCLMLFNAACLlinklink2022Counterfactual Reasoning for Out-of-distribution Multimodal Sentiment AnalysisCLUEACM MMlinklink√2022CubeMLP: An MLP-based Model for Multimodal Sentiment Analysis and Depression EstimationCubeMLPACM MMlink-√2022Disentangled Representation Learning for Multimodal Emotion RecognitionFDMERACM MMlink-2022Dynamically Adjust Word Representations Using Unaligned Multimodal InformationCHFNACM MMlink-2022EmoCaps: Emotion Capsule based Model for Conversational Emotion RecognitionEmoCapsACLlink-√2022FEW-SHOT MULTIMODAL SENTIMENT ANALYSIS BASED ON MULTIMODAL PROBABILISTIC FUSION PROMPTSMultiPointUnder Reviewlinklink2022Leveraging Multi-modal Interactions among the Intermediate Representations of Deep Transformers for Emotion RecognitionRILAACM MMlink-2022M-SENA: An Integrated Platform for Multimodal Sentiment AnalysisM-SENAACLlinklink√2022Multimodal Contrastive Learning via Uni-Modal Coding and Cross-Modal Prediction for Multimodal Sentiment AnalysisMMCLEMNLPlink-2022Multimodal Information Bottleneck: Learning Minimal Sufficient Unimodal and Multimodal RepresentationsMIBTMMlinklink2022MULTIMODAL SENTIMENT ANALYSIS ON UNALIGNED SEQUENCES VIA HOLOGRAPHIC EMBEDDINGHEMTICASSPlink-2022Multimodal Temporal Attention in Sentiment AnalysisMMTAACM MMlink-2022TVLT: Textless Vision-Language TransformerTVLTNeurIPSlinklink√2022Unified Multi-modal Pre-training for Few-shot Sentiment Analysis with Prompt-based LearningUP-MPFACM MMlinklink√2022UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion RecognitionUniMSEEMNLPlinklink√2023A Deep Multi-level Attentive Network for Multimodal Sentiment AnalysisDMLANetACM MMlink-2023PS-Mixer: A Polar-Vector and Strength-Vector Mixer Model for Multimodal Sentiment AnalysisPS-MixerIPMlinklink

多模态情绪分析模态缺失论文

YearTitleNetworkPublishPaperCodeRead2021CTFN: Hierarchical Learning for Multimodal Sentiment Analysis Using Coupled-Translation Fusion NetworkCTFNACLlinklink√2021Missing Modality Imagination Network for Emotion Recognition with Uncertain Missing ModalitiesMMINACLlinklink√2021Transformer-based Feature Reconstruction Network for Robust Multimodal Sentiment AnalysisTFR-NetACM MMlinklink√2022Analyzing Modality Robustness in Multimodal Sentiment Analysis-NAACLlinklink√2022Efficient Multimodal Transformer with Dual-Level Feature Restoration for Robust Multimodal Sentiment AnalysisEMT-DLFRUnder Reviewlink-2022EXPLOITING MODALITY-INVARIANT FEATURE FOR ROBUST MULTIMODAL EMOTION RECOGNITION WITH MISSING MODALITIESIF-MMICASSPlinklink√2022Mitigating Inconsistencies in Multimodal Sentiment Analysis under Uncertain Missing ModalitiesEMMREMNLPlinklink√2022MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality SequencesMM-AlignEMNLPlinklink√2022Robust Multimodal Sentiment Analysis via Tag Encoding of Uncertain Missing ModalitiesTATETMMlinklink√2023GCNet: Graph Completion Network for Incomplete Multimodal Learning in ConversationGCNetTPAMIlinklink√