visual understanding

OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text Generation CVPR 2025 Plot2Code: A Comprehensive Benchmark for Evaluating Multi-modal Large Language Models in Code Generation from Scientific Plots NAACL 2025 RCI: A Score for Evaluating Global and Local Reasoning in Multimodal Benchmarks EMNLP 2025 Response Wide Shut? Surprising Observations in Basic Vision Language Model Capabilities ACL 2025 Scalable Vision Language Model Training via High Quality Data Curation ACL 2025 SparseMM: Head Sparsity Emerges from Visual Concept Responses in MLLMs ICCV 2025 The Photographer's Eye: Teaching Multimodal Large Language Models to See, and Critique Like Photographers CVPR 2025 Towards Cross-Lingual Explanation of Artwork in Large-scale Vision Language Models NAACL 2025 Unveiling Visual Perception in Language Models: An Attention Head Analysis Approach CVPR 2025 VIBE: Can a VLM Read the Room? EMNLP 2025 What Makes for Good Image Captions? EMNLP 2025 Words Over Pixels? Rethinking Vision in Multimodal Large Language Models IJCAI 2025 Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA ACL 2025 Analyzing and Mitigating Object Hallucination in Large Vision-Language Models ICLR 2024 Can Large Multimodal Models Uncover Deep Semantics Behind Images? ACL 2024 CODE: Contrasting Self-generated Description to Combat Hallucination in Large Multi-modal Models NeurIPS 2024 CONSTRUCTURE: Benchmarking CONcept STRUCTUre REasoning for Multimodal Large Language Models EMNLP 2024 Exposing Text-Image Inconsistency Using Diffusion Models ICLR 2024 Generating Vehicular Icon Descriptions and Indications Using Large Vision-Language Models EMNLP 2024 GRAM: Global Reasoning for Multi-Page VQA CVPR 2024 Honeybee: Locality-enhanced Projector for Multimodal LLM CVPR 2024 JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated Images NeurIPS 2024 PixelLM: Pixel Reasoning with Large Multimodal Model CVPR 2024 Plot Twist: Multimodal Models Don’t Comprehend Simple Chart Details EMNLP 2024 Towards More Unified In-context Visual Understanding CVPR 2024