conftrace_

multi-image understanding

13 papers

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multimodal large language model (966) multimodal learning (4645) vision-language model (2348) benchmark evaluation (1556) large vision-language model (170) vision language model (767) question answering (2963) visual question answering (1017) visual comprehension (14) spatial reasoning (223)

Papers

Beyond Single View: A Comprehensive Benchmark for Medical Multimodal Large Language Models on Multi-Image Understanding ACL 2026
GeM-VG: Towards Generalized Multi-image Visual Grounding with Multimodal Large Language Models AAAI 2026
CMMCoT: Enhancing Complex Multi-Image Comprehension via Multi-Modal Chain-of-Thought and Memory Augmentation AAAI 2026
M4Bench: A Benchmark of Multi-domain Multi-granularity Multi-image Understanding for Multi-modal Large Language Models IJCAI 2025
RealBench: A Chinese Multi-image Understanding Benchmark Close to Real-world Scenarios EMNLP 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
CALICO: Part-Focused Semantic Co-Segmentation with Large Vision-Language Models CVPR 2025
Browse and Concentrate: Comprehending Multimodal Content via Prior-LLM Context Fusion ACL 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 NIPS 2024
FoodieQA: A Multimodal Dataset for Fine-Grained Understanding of Chinese Food Culture EMNLP 2024
Multi-VQG: Generating Engaging Questions for Multiple Images EMNLP 2022