multi-image understanding

Beyond Single Images: A Comprehensive Benchmark for Album-Level Vision-Language Understanding CVPR 2026 Beyond Single View: A Comprehensive Benchmark for Medical Multimodal Large Language Models on Multi-Image Understanding ACL 2026 CMMCoT: Enhancing Complex Multi-Image Comprehension via Multi-Modal Chain-of-Thought and Memory Augmentation AAAI 2026 GeM-VG: Towards Generalized Multi-image Visual Grounding with Multimodal Large Language Models AAAI 2026 CALICO: Part-Focused Semantic Co-Segmentation with Large Vision-Language Models CVPR 2025 CoSpace: Benchmarking Continuous Space Perception Ability for Vision-Language Models CVPR 2025 EcomMMMU: Strategic Utilization of Visuals for Robust Multimodal E-commerce Models IJCNLP 2025 LLaVA-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models ICLR 2025 M4Bench: A Benchmark of Multi-domain Multi-granularity Multi-image Understanding for Multi-modal Large Language Models IJCAI 2025 MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models ICLR 2025 MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding ICLR 2025 RealBench: A Chinese Multi-image Understanding Benchmark Close to Real-world Scenarios EMNLP 2025 Browse and Concentrate: Comprehending Multimodal Content via Prior-LLM Context Fusion ACL 2024 FoodieQA: A Multimodal Dataset for Fine-Grained Understanding of Chinese Food Culture EMNLP 2024 MIBench: Evaluating Multimodal Large Language Models over Multiple Images EMNLP 2024 MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMs NeurIPS 2024 Multi-VQG: Generating Engaging Questions for Multiple Images EMNLP 2022