Multimodal Learning

MM-CamObj: A Comprehensive Multimodal Dataset for Camouflaged Object Scenarios AAAI 2025 mmCooper: A Multi-agent Multi-stage Communication-efficient and Collaboration-robust Cooperative Perception Framework ICCV 2025 MM-CRITIC: A Holistic Evaluation of Large Multimodal Models as Multimodal Critique EMNLP 2025 MMDocIR: Benchmarking Multimodal Retrieval for Long Documents EMNLP 2025 MMDT: Decoding the Trustworthiness and Safety of Multimodal Foundation Models ICLR 2025 MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency ICML 2025 MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models ICLR 2025 MMEgo: Towards Building Egocentric Multimodal LLMs for Video QA ICLR 2025 MM-EMBED: UNIVERSAL MULTIMODAL RETRIEVAL WITH MULTIMODAL LLMS ICLR 2025 MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans? ICLR 2025 MMEvalPro: Calibrating Multimodal Benchmarks Towards Trustworthy and Efficient Evaluation NAACL 2025 MMEvol: Empowering Multimodal Large Language Models with Evol-Instruct ACL 2025 MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs ICLR 2025 mmFAS: Multimodal Face Anti-Spoofing Using Multi-Level Alignment and Switch-Attention Fusion AAAI 2025 MMGeo: Multimodal Compositional Geo-Localization for UAVs ICCV 2025 MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models ICLR 2025 MM-IFEngine: Towards Multimodal Instruction Following ICCV 2025 MMInA: Benchmarking Multihop Multimodal Internet Agents ACL 2025 MMInference: Accelerating Pre-filling for Long-Context Visual Language Models via Modality-Aware Permutation Sparse Attention ICML 2025 MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models ICLR 2025 MMJ-Bench: A Comprehensive Study on Jailbreak Attacks and Defenses for Vision Language Models AAAI 2025 mmJEE-Eval: A Bilingual Multimodal Benchmark for Evaluating Scientific Reasoning in Vision-Language Models IJCNLP 2025 MMKE-Bench: A Multimodal Editing Benchmark for Diverse Visual Knowledge ICLR 2025 MM-MovieDubber: Towards Multi-Modal Learning for Multi-Modal Movie Dubbing Interspeech 2025 MMOne: Representing Multiple Modalities in One Scene ICCV 2025