Multimodal Sentiment Analysis论文汇总-Toy模板网

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多模态情绪分析论文

Year	Title	Network	Publish	Paper	Code	Read
2019	Multimodal Transformer for Unaligned Multimodal Language Sequences	MulT	ACL	link	link	√
2020	CM-BERT: Cross-Modal BERT for Text-Audio Sentiment Analysis	CM-BERT	ACM MM	link	link	√
2020	Integrating Multimodal Information in Large Pretrained Transformers	MAG	ACL	link	link	√
2020	MISA: Modality-Invariant and -Specific Representations for Multimodal Sentiment Analysis	MISA	ACM MM	link	link	√
2021	Bi-Bimodal Modality Fusion for Correlation-Controlled Multimodal Sentiment Analysis	BBFN	ICMI	link	link
2021	CTNet: Conversational Transformer Network for Emotion Recognition	CTNet	IEEE-ACM T AUDIO SPE	link	-
2021	Hybrid Contrastive Learning of Tri-Modal Representation for Multimodal Sentiment Analysis	HyCon	Under Review	link	-	√
2021	Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis	MMIM	EMNLP	link	link
2021	Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment Analysis	Self-MM	AAAI	link	link	√
2021	MSAF: Multimodal Split Attention Fusion	MSAF	Under Review	link	-	√
2022	AMOA: Global Acoustic Feature Enhanced Modal-Order-Aware Network for Multimodal Sentiment Analysis	AMOA	COLING	link	-	√
2022	BAFN: Bi-direction Attention based Fusion Network for Multimodal Sentiment Analysis	BAFN	TCSVT	link	-
2022	CLMLF:A Contrastive Learning and Multi-Layer Fusion Method for Multimodal Sentiment Detection	CLMLF	NAACL	link	link
2022	Counterfactual Reasoning for Out-of-distribution Multimodal Sentiment Analysis	CLUE	ACM MM	link	link	√
2022	CubeMLP: An MLP-based Model for Multimodal Sentiment Analysis and Depression Estimation	CubeMLP	ACM MM	link	-	√
2022	Disentangled Representation Learning for Multimodal Emotion Recognition	FDMER	ACM MM	link	-
2022	Dynamically Adjust Word Representations Using Unaligned Multimodal Information	CHFN	ACM MM	link	-
2022	EmoCaps: Emotion Capsule based Model for Conversational Emotion Recognition	EmoCaps	ACL	link	-	√
2022	FEW-SHOT MULTIMODAL SENTIMENT ANALYSIS BASED ON MULTIMODAL PROBABILISTIC FUSION PROMPTS	MultiPoint	Under Review	link	link
2022	Leveraging Multi-modal Interactions among the Intermediate Representations of Deep Transformers for Emotion Recognition	RILA	ACM MM	link	-
2022	M-SENA: An Integrated Platform for Multimodal Sentiment Analysis	M-SENA	ACL	link	link	√
2022	Multimodal Contrastive Learning via Uni-Modal Coding and Cross-Modal Prediction for Multimodal Sentiment Analysis	MMCL	EMNLP	link	-
2022	Multimodal Information Bottleneck: Learning Minimal Sufficient Unimodal and Multimodal Representations	MIB	TMM	link	link
2022	MULTIMODAL SENTIMENT ANALYSIS ON UNALIGNED SEQUENCES VIA HOLOGRAPHIC EMBEDDING	HEMT	ICASSP	link	-
2022	Multimodal Temporal Attention in Sentiment Analysis	MMTA	ACM MM	link	-
2022	TVLT: Textless Vision-Language Transformer	TVLT	NeurIPS	link	link	√
2022	Unified Multi-modal Pre-training for Few-shot Sentiment Analysis with Prompt-based Learning	UP-MPF	ACM MM	link	link	√
2022	UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition	UniMSE	EMNLP	link	link	√
2023	A Deep Multi-level Attentive Network for Multimodal Sentiment Analysis	DMLANet	ACM MM	link	-
2023	PS-Mixer: A Polar-Vector and Strength-Vector Mixer Model for Multimodal Sentiment Analysis	PS-Mixer	IPM	link	link

多模态情绪分析模态缺失论文

Year	Title	Network	Publish	Paper	Code	Read
2021	CTFN: Hierarchical Learning for Multimodal Sentiment Analysis Using Coupled-Translation Fusion Network	CTFN	ACL	link	link	√
2021	Missing Modality Imagination Network for Emotion Recognition with Uncertain Missing Modalities	MMIN	ACL	link	link	√
2021	Transformer-based Feature Reconstruction Network for Robust Multimodal Sentiment Analysis	TFR-Net	ACM MM	link	link	√
2022	Analyzing Modality Robustness in Multimodal Sentiment Analysis	-	NAACL	link	link	√
2022	Efficient Multimodal Transformer with Dual-Level Feature Restoration for Robust Multimodal Sentiment Analysis	EMT-DLFR	Under Review	link	-
2022	EXPLOITING MODALITY-INVARIANT FEATURE FOR ROBUST MULTIMODAL EMOTION RECOGNITION WITH MISSING MODALITIES	IF-MM	ICASSP	link	link	√
2022	Mitigating Inconsistencies in Multimodal Sentiment Analysis under Uncertain Missing Modalities	EMMR	EMNLP	link	link	√
2022	MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality Sequences	MM-Align	EMNLP	link	link	√
2022	Robust Multimodal Sentiment Analysis via Tag Encoding of Uncertain Missing Modalities	TATE	TMM	link	link	√
2023	GCNet: Graph Completion Network for Incomplete Multimodal Learning in Conversation	GCNet	TPAMI	link	link	√