Multimodal Learning

MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical Environments CVPR 2025 MMPF: Multi-Modal Perception Framework for Abnormal Medical Condition Detection AAAI 2025 MMPlanner: Zero-Shot Multimodal Procedural Planning with Chain-of-Thought Object State Reasoning EMNLP 2025 MM-R3: On (In-)Consistency of Vision-Language Models (VLMs) ACL 2025 MMR: A Large-scale Benchmark Dataset for Multi-target and Multi-granularity Reasoning Segmentation ICLR 2025 MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation ACL 2025 MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI ICCV 2025 MMRefine: Unveiling the Obstacles to Robust Refinement in Multimodal Large Language Models ACL 2025 MM-RLHF: The Next Step Forward in Multimodal LLM Alignment ICML 2025 MMRole: A Comprehensive Framework for Developing and Evaluating Multimodal Role-Playing Agents ICLR 2025 MMSciBench: Benchmarking Language Models on Chinese Multimodal Scientific Problems ACL 2025 MMSearch: Unveiling the Potential of Large Models as Multi-modal Search Engines ICLR 2025 MM-Spatial: Exploring 3D Spatial Understanding in Multimodal LLMs ICCV 2025 MMTL-UniAD: A Unified Framework for Multimodal and Multi-Task Learning in Assistive Driving Perception CVPR 2025 MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification ACL 2025 MMWorld: Towards Multi-discipline Multi-faceted World Model Evaluation in Videos ICLR 2025 MMXU: A Multi-Modal and Multi-X-ray Understanding Dataset for Disease Progression ACL 2025 MobA: Multifaceted Memory-Enhanced Adaptive Planning for Efficient Mobile Task Automation NAACL 2025 Modal Feature Optimization Network with Prompt for Multimodal Sentiment Analysis COLING 2025 Modality-Aware Shot Relating and Comparing for Video Scene Detection AAAI 2025 Modality-Fair Preference Optimization for Trustworthy MLLM Alignment IJCAI 2025 Modality-Guided Dynamic Graph Fusion and Temporal Diffusion for Self-Supervised RGB-T Tracking IJCAI 2025 Modality-Specialized Synergizers for Interleaved Vision-Language Generalists ICLR 2025 ModalPrompt: Towards Efficient Multimodal Continual Instruction Tuning with Dual-Modality Guided Prompt EMNLP 2025 ModalTune: Fine-Tuning Slide-Level Foundation Models with Multi-Modal Information for Multi-task Learning in Digital Pathology ICCV 2025