multimodal large language model

UNICBench: UNIfied Counting Benchmark for MLLM CVPR 2026 UniChange: Unifying Change Detection with Multimodal Large Language Model CVPR 2026 UniFit: Towards Universal Virtual Try-on with MLLM-Guided Semantic Alignment AAAI 2026 UniGen-1.5: Enhancing Image Generation and Editing through Reward Unification in RL CVPR 2026 UniM: A Unified Any-to-Any Interleaved Multimodal Benchmark CVPR 2026 Universal 3D Shape Matching via Coarse-to-Fine Language Guidance CVPR 2026 Unleashing Spatial Reasoning in Multimodal Large Language Models via Textual Representation Guided Reasoning ACL 2026 Unleashing the Intrinsic Visual Representation Capability of Multimodal Large Language Models CVPR 2026 Unstitching the Chimera: Frame-Level Risk and Train-Free Mitigation for Video Hallucination CVPR 2026 UQ-Bench: A Benchmark for Evaluating Multimodal LLMs on Underwater Image Quality Assessment AAAI 2026 URaG: Unified Retrieval and Generation in Multimodal LLMs for Efficient Long Document Understanding AAAI 2026 USB: A COMPREHENSIVE AND UNIFIED SAFETY EVALUATION BENCHMARK FOR MULTIMODAL LARGE LANGUAGE MODELS ACL 2026 UVU: Improving Multimodal Understanding via Vision-Language Unified Autoregressive Paradigm CVPR 2026 VaccineRAG: Boosting Multimodal Large Language Models’ Immunity to Harmful RAG Samples AAAI 2026 VAST: Video Ability-Stratified Taxonomy for Data-Efficient Video Reasoning CVPR 2026 VCGD: Visual Clue Guided Decoding with Caption Model for Mitigating Hallucination in Multimodal Large Language Models AAAI 2026 VCU-Bridge: Hierarchical Visual Connotation Understanding via Semantic Bridging CVPR 2026 Vector Calligrapher: Generating Scalable Vector Graphics via Structured Linguistic Supervision ACL 2026 Venus: Benchmarking and Empowering Multimodal Large Language Models for Aesthetic Guidance and Cropping CVPR 2026 Verb Mirage: Unveiling and Assessing Verb Concept Hallucinations in Multimodal Large Language Models AAAI 2026 VFA: Empowering Multilingual MLLMs via Vision-Free Adaptation ACL 2026 VGent: Visual Grounding via Modular Design for Disentangling Reasoning and Prediction CVPR 2026 v-HUB: A Benchmark for Video Humor Understanding from Vision and Sound ACL 2026 VideoARM: Agentic Reasoning over Hierarchical Memory for Long-Form Video Understanding CVPR 2026 VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice CVPR 2026