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Papers
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation
ICLR 2025
MLLM-I2W: Harnessing Multimodal Large Language Model for Zero-Shot Composed Image Retrieval
COLING 2025
MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs
ICLR 2025
MLLM-Tool: A Multimodal Large Language Model for Tool Agent Learning
WACV 2025
MLVU: Benchmarking Multi-task Long Video Understanding
CVPR 2025
MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning
ICLR 2025
MMAD: A Comprehensive Benchmark for Multimodal Large Language Models in Industrial Anomaly Detection
ICLR 2025
MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence Calibration
ACL 2025
MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans?
ICLR 2025
MMEvol: Empowering Multimodal Large Language Models with Evol-Instruct
ACL 2025
MM-IFEngine: Towards Multimodal Instruction Following
ICCV 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
MM-Spatial: Exploring 3D Spatial Understanding in Multimodal LLMs
ICCV 2025
MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models
ACL 2025
MobA: Multifaceted Memory-Enhanced Adaptive Planning for Efficient Mobile Task Automation
NAACL 2025
Modality-Aware Neuron Pruning for Unlearning in Multimodal Large Language Models
ACL 2025
Modeling Thousands of Human Annotators for Generalizable Text-to-Image Person Re-identification
CVPR 2025
MoMentS: A Comprehensive Multimodal Benchmark for Theory of Mind
EMNLP 2025
Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training
CVPR 2025
mOSCAR: A Large-scale Multilingual and Multimodal Document-level Corpus
ACL 2025
MotionBench: Benchmarking and Improving Fine-grained Video Motion Understanding for Vision Language Models
CVPR 2025
MP-GUI: Modality Perception with MLLMs for GUI Understanding
CVPR 2025