conftrace_

visual understanding

83 papers

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Co-occurring keywords

multimodal learning (4645) multimodal large language model (966) large language model (13587) visual question answering (1017) image captioning (731) benchmark evaluation (1556) vision-language model (2348) object detection (2762) vision language model (767) instruction tuning (838)

Papers

Mitigating Low-Quality Reasoning in MLLMs: Self-Driven Refined Multimodal CoT with Selective Thinking and Step-wise Visual Enhancement AAAI 2026
Uni-MMMU: A Massive Multi-discipline Multimodal Unified Benchmark ACL 2026
SAVE: Sparse Autoencoder-Driven Visual Information Enhancement for Mitigating Object Hallucination WACV 2026
Taming the Phantom: Token-Asymmetric Filtering for Hallucination Mitigation in Large Vision-Language Models AAAI 2026
MagicBench: Diagnosing Visual Agency Loss and Semantic Dependency in Multimodal LLMs ACL 2026
RCI: A Score for Evaluating Global and Local Reasoning in Multimodal Benchmarks EMNLP 2025
VIBE: Can a VLM Read the Room? EMNLP 2025
The Photographer's Eye: Teaching Multimodal Large Language Models to See, and Critique Like Photographers CVPR 2025
From Objects to Events: Unlocking Complex Visual Understanding in Object Detectors via LLM-guided Symbolic Reasoning ICCV 2025
An Investigation on LLMs' Visual Understanding Ability using SVG for Image-Text Bridging WACV 2025
Words Over Pixels? Rethinking Vision in Multimodal Large Language Models IJCAI 2025
Response Wide Shut? Surprising Observations in Basic Vision Language Model Capabilities ACL 2025
Unveiling Visual Perception in Language Models: An Attention Head Analysis Approach CVPR 2025
MetaMorph: Multimodal Understanding and Generation via Instruction Tuning ICCV 2025
Not all Views are Created Equal: Analyzing Viewpoint Instabilities in Vision Foundation Models ICCV 2025
Scalable Vision Language Model Training via High Quality Data Curation ACL 2025
Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering NAACL 2025
Harmonizing Visual Representations for Unified Multimodal Understanding and Generation ICCV 2025
Towards Cross-Lingual Explanation of Artwork in Large-scale Vision Language Models NAACL 2025
Can Machines Understand Composition? Dataset and Benchmark for Photographic Image Composition Embedding and Understanding CVPR 2025
Chat-based Person Retrieval via Dialogue-Refined Cross-Modal Alignment CVPR 2025
Enhancing Large Vision-Language Models with Ultra-Detailed Image Caption Generation EMNLP 2025
From Image to Video: An Empirical Study of Diffusion Representations ICCV 2025
Plot2Code: A Comprehensive Benchmark for Evaluating Multi-modal Large Language Models in Code Generation from Scientific Plots NAACL 2025
CoSpace: Benchmarking Continuous Space Perception Ability for Vision-Language Models CVPR 2025