| Stream-Omni: Simultaneous Multimodal Interactions with Large Language-Vision-Speech Model | Jun 16, 2025 | Large Language Modelmultimodal interaction | CodeCode Available | 5 | 5 |
| Segment and Track Anything | May 11, 2023 | Autonomous Drivingmultimodal interaction | CodeCode Available | 4 | 5 |
| Ming-Lite-Uni: Advancements in Unified Architecture for Natural Multimodal Interaction | May 5, 2025 | Image Generationmultimodal interaction | CodeCode Available | 4 | 5 |
| I2MoE: Interpretable Multimodal Interaction-aware Mixture-of-Experts | May 25, 2025 | Mixture-of-Expertsmultimodal interaction | CodeCode Available | 2 | 5 |
| OVTR: End-to-End Open-Vocabulary Multiple Object Tracking with Transformer | Mar 13, 2025 | Decodermultimodal interaction | CodeCode Available | 2 | 5 |
| Foundations and Recent Trends in Multimodal Mobile Agents: A Survey | Nov 4, 2024 | multimodal interactionSurvey | CodeCode Available | 2 | 5 |
| Cross-Modal Implicit Relation Reasoning and Aligning for Text-to-Image Person Retrieval | Mar 22, 2023 | Image-text matchingLanguage Modeling | CodeCode Available | 2 | 5 |
| Agent AI: Surveying the Horizons of Multimodal Interaction | Jan 7, 2024 | multimodal interaction | CodeCode Available | 2 | 5 |
| Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You Want | Mar 29, 2024 | Instruction FollowingLanguage Modelling | CodeCode Available | 2 | 5 |
| LOOK-M: Look-Once Optimization in KV Cache for Efficient Multimodal Long-Context Inference | Jun 26, 2024 | multimodal interaction | CodeCode Available | 2 | 5 |
| TIP: Tabular-Image Pre-training for Multimodal Classification with Incomplete Data | Jul 10, 2024 | Contrastive Learningmultimodal interaction | CodeCode Available | 2 | 5 |
| Generative Multimodal Entity Linking | Jun 22, 2023 | Entity LinkingIn-Context Learning | CodeCode Available | 1 | 5 |
| Narrative Action Evaluation with Prompt-Guided Multimodal Interaction | Apr 22, 2024 | Action Quality Assessmentmultimodal interaction | CodeCode Available | 1 | 5 |
| Spider: Any-to-Many Multimodal LLM | Nov 14, 2024 | multimodal interaction | CodeCode Available | 1 | 5 |
| ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision | Feb 5, 2021 | Cross-Modal RetrievalImage Retrieval | CodeCode Available | 1 | 5 |
| UniMEL: A Unified Framework for Multimodal Entity Linking with Large Language Models | Jul 23, 2024 | Entity Linkingmultimodal interaction | CodeCode Available | 1 | 5 |
| A Facial Expression-Aware Multimodal Multi-task Learning Framework for Emotion Recognition in Multi-party Conversations | Jul 1, 2023 | Emotion RecognitionEmotion Recognition in Conversation | CodeCode Available | 1 | 5 |
| Spatio-Temporal 3D Point Clouds from WiFi-CSI Data via Transformer Networks | Oct 7, 2024 | multimodal interaction | CodeCode Available | 1 | 5 |
| MM-BigBench: Evaluating Multimodal Models on Multimodal Content Comprehension Tasks | Oct 13, 2023 | multimodal interactionMultimodal Reasoning | CodeCode Available | 1 | 5 |
| Multi-Grained Multimodal Interaction Network for Entity Linking | Jul 19, 2023 | Contrastive LearningDescriptive | CodeCode Available | 1 | 5 |
| Improving Multimodal Named Entity Recognition via Entity Span Detection with Unified Multimodal Transformer | Jul 1, 2020 | multimodal interactionMulti-modal Named Entity Recognition | CodeCode Available | 1 | 5 |
| CFN-ESA: A Cross-Modal Fusion Network with Emotion-Shift Awareness for Dialogue Emotion Recognition | Jul 28, 2023 | Emotion RecognitionEmotion Recognition in Conversation | CodeCode Available | 1 | 5 |
| Dynamic Modality Interaction Modeling for Image-Text Retrieval | Jul 11, 2021 | cross-modal alignmentCross-Modal Retrieval | CodeCode Available | 1 | 5 |
| Mamba-Enhanced Text-Audio-Video Alignment Network for Emotion Recognition in Conversations | Sep 8, 2024 | Emotion RecognitionMamba | CodeCode Available | 1 | 5 |
| Cooperative Sentiment Agents for Multimodal Sentiment Analysis | Apr 19, 2024 | DisentanglementEmotion Recognition | CodeCode Available | 1 | 5 |
| Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models | Jun 30, 2024 | Hallucinationmultimodal interaction | CodeCode Available | 1 | 5 |
| LLMs Can Evolve Continually on Modality for X-Modal Reasoning | Oct 26, 2024 | Continual Learningmultimodal interaction | CodeCode Available | 1 | 5 |
| MMoE: Enhancing Multimodal Models with Mixtures of Multimodal Interaction Experts | Nov 16, 2023 | Binary ClassificationDescriptive | CodeCode Available | 1 | 5 |
| Temporal Pyramid Transformer with Multimodal Interaction for Video Question Answering | Sep 10, 2021 | multimodal interactionNatural Language Understanding | CodeCode Available | 1 | 5 |
| Dialogue-based generation of self-driving simulation scenarios using Large Language Models | Oct 26, 2023 | multimodal interactionSelf-Driving Cars | CodeCode Available | 1 | 5 |
| Adaptive Contrastive Learning on Multimodal Transformer for Review Helpfulness Predictions | Nov 7, 2022 | Contrastive Learningmultimodal interaction | CodeCode Available | 0 | 5 |
| Towards Explainable Multimodal Depression Recognition for Clinical Interviews | Jan 27, 2025 | Decision MakingDepression Detection | CodeCode Available | 0 | 5 |
| ChartSketcher: Reasoning with Multimodal Feedback and Reflection for Chart Understanding | May 25, 2025 | Chart UnderstandingLogical Reasoning | CodeCode Available | 0 | 5 |
| Recurrent Multimodal Interaction for Referring Image Segmentation | Mar 23, 2017 | Image Segmentationmultimodal interaction | CodeCode Available | 0 | 5 |
| Multilevel Hierarchical Network with Multiscale Sampling for Video Question Answering | May 9, 2022 | multimodal interactionQuestion Answering | CodeCode Available | 0 | 5 |
| MIRe: Enhancing Multimodal Queries Representation via Fusion-Free Modality Interaction for Multimodal Retrieval | Nov 13, 2024 | Image ComprehensionInformation Retrieval | CodeCode Available | 0 | 5 |
| Empathic Grounding: Explorations using Multimodal Interaction and Large Language Models with Conversational Agents | Jul 1, 2024 | Emotional IntelligenceEmotion Classification | CodeCode Available | 0 | 5 |
| MIRTT: Learning Multimodal Interaction Representations from Trilinear Transformers for Visual Question Answering | Nov 1, 2021 | multimodal interactionMultiple-choice | CodeCode Available | 0 | 5 |
| ML-PersRef: A Machine Learning-based Personalized Multimodal Fusion Approach for Referencing Outside Objects From a Moving Vehicle | Nov 3, 2021 | Emotion Recognitionmultimodal interaction | CodeCode Available | 0 | 5 |
| Dissecting Dissonance: Benchmarking Large Multimodal Models Against Self-Contradictory Instructions | Aug 2, 2024 | Benchmarkingmultimodal interaction | CodeCode Available | 0 | 5 |
| A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT | Mar 7, 2023 | multimodal interaction | CodeCode Available | 0 | 5 |
| DeepSORT-Driven Visual Tracking Approach for Gesture Recognition in Interactive Systems | May 11, 2025 | Gesture Recognitionmultimodal interaction | —Unverified | 0 | 0 |
| A Review of Temporal Aspects of Hand Gesture Analysis Applied to Discourse Analysis and Natural Conversation | Dec 17, 2013 | multimodal interactionSystematic Literature Review | —Unverified | 0 | 0 |
| Dallah: A Dialect-Aware Multimodal Large Language Model for Arabic | Jul 25, 2024 | Image to textLanguage Modeling | —Unverified | 0 | 0 |
| A POMDP-based Multimodal Interaction System Using a Humanoid Robot | Oct 1, 2016 | Face Recognitionmultimodal interaction | —Unverified | 0 | 0 |
| Corpus of Multimodal Interaction for Collaborative Planning | Jun 1, 2019 | multimodal interaction | —Unverified | 0 | 0 |
| HGNET: A Hierarchical Feature Guided Network for Occupancy Flow Field Prediction | Jul 1, 2024 | Autonomous Drivingmultimodal interaction | —Unverified | 0 | 0 |
| Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer | Dec 24, 2024 | Gesture Recognitionmultimodal interaction | —Unverified | 0 | 0 |
| Guidelines for creating man-machine multimodal interfaces | Jan 29, 2019 | multimodal interaction | —Unverified | 0 | 0 |
| Graph-based Fine-grained Multimodal Attention Mechanism for Sentiment Analysis | Nov 16, 2021 | multimodal interactionMultimodal Sentiment Analysis | —Unverified | 0 | 0 |