conftrace_

multimodal understanding

33 papers

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vision-language model (2348) multimodal learning (4645) large language model (13587) multimodal large language model (966) image generation (2073) benchmark evaluation (1556) multimodal generation (63) hallucination mitigation (320) visual reasoning (493) contrastive decoding (59)

Papers

Rethinking Composed Image Retrieval Evaluation: A Fine-Grained Benchmark from Image Editing ACL 2026
DuwatBench: Bridging Language and Visual Heritage through an Arabic Calligraphy Benchmark for Multimodal Understanding EACL 2026
FOCUS: Evaluating Pre-trained Vision-Language Models on Underspecification Reasoning ACL 2025
ILLUME: Illuminating Your LLMs to See, Draw, and Self-Enhance ICCV 2025
MUSE-VL: Modeling Unified VLM through Semantic Discrete Encoding ICCV 2025
UnifiedVisual: A Framework for Constructing Unified Vision-Language Datasets EMNLP 2025
Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation CVPR 2025
UniRAG: Universal Retrieval Augmentation for Large Vision Language Models NAACL 2025
Activation Steering Decoding: Mitigating Hallucination in Large Vision-Language Models through Bidirectional Hidden State Intervention ACL 2025
VGGSounder: Audio-Visual Evaluations for Foundation Models ICCV 2025
MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark ACL 2025
PunMemeCN: A Benchmark to Explore Vision-Language Models’ Understanding of Chinese Pun Memes EMNLP 2025
JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation CVPR 2025
Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models NAACL 2025
X2I: Seamless Integration of Multimodal Understanding into Diffusion Transformer via Attention Distillation ICCV 2025
ChatVLA: Unified Multimodal Understanding and Robot Control with Vision-Language-Action Model EMNLP 2025
PreGenie: An Agentic Framework for High-quality Visual Presentation Generation EMNLP 2025
Mitigating Hallucinations in Vision-Language Models through Image-Guided Head Suppression EMNLP 2025
WeGen: A Unified Model for Interactive Multimodal Generation as We Chat CVPR 2025
Beyond Logit Lens: Contextual Embeddings for Robust Hallucination Detection & Grounding in VLMs NAACL 2025
InfiMM: Advancing Multimodal Understanding with an Open-Sourced Visual Language Model ACL 2024
Can visual language models resolve textual ambiguity with visual cues? Let visual puns tell you! EMNLP 2024
Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding CVPR 2024
II-Bench: An Image Implication Understanding Benchmark for Multimodal Large Language Models NIPS 2024
WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models ACL 2024