Vision-Language Models

RobustVisRAG: Causality-Aware Vision-Based Retrieval-Augmented Generation under Visual Degradations CVPR 2026 Role-SynthCLIP: A Role-Play Driven Diverse Synthetic Data Approach CVPR 2026 Rosetta Stone For Unified MLLMs: A Unified Tokenizer to Decipher Understanding and Generation CVPR 2026 Rounded or Streamlined Head? Bridging Concept Bottleneck Models and Attribute-Described Object Parts CVPR 2026 RxnCaption: Reformulating Reaction Diagram Parsing as Visual Prompt Guided Captioning CVPR 2026 Ryze: Evidence-Enriched Data Synthesis from Biomedical Papers ACL 2026 S$^2$-MLLM: Boosting Spatial Reasoning Capability of MLLMs for 3D Visual Grounding with Structural Guidance CVPR 2026 S2C2Seg: Semantic-Spatial Consistency and Category Optimization for Open-Vocabulary Segmentation CVPR 2026 SafeLogo: Turning Your Logos into Jailbreak Shields via Micro-Regional Adversarial Training CVPR 2026 Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward CVPR 2026 SAM3-I: Segment Anything with Instructions ACL 2026 Same Attention, Different Truths: Put Logit-Lens over Visual Attention to Detect and Mitigate LVLM Object Hallucination CVPR 2026 Same or Not? Enhancing Visual Perception in Vision-Language Models CVPR 2026 SAMTok: Representing Any Mask with Two Words CVPR 2026 SaPaVe: Towards Active Perception and Manipulation in Vision-Language Action Models for Robotics CVPR 2026 SAVE: Speech-Aware Video Representation Learning for Video-Text Retrieval CVPR 2026 Say Cheese! Detail-Preserving Portrait Collection Generation via Natural Language Edits CVPR 2026 Scaling Spatial Intelligence with Multimodal Foundation Models CVPR 2026 Scaling Test-Time Robustness of Vision-Language Models via Self-Critical Inference Framework CVPR 2026 SceneAlign: Aligning Multimodal Reasoning to Scene Graphs in Complex Visual Scenes ACL 2026 Scenes as Tokens: Multi-Scale Normal Distributions Transform Tokenizer for General 3D Vision-Language Understanding CVPR 2026 Scone: Bridging Composition and Distinction in Subject-Driven Image Generation via Unified Understanding-Generation Modeling CVPR 2026 Score2Instruct: Scaling Up Video Quality-Centric Instructions via Automated Dimension Scoring CVPR 2026 SCoRe: Salience-Coverage Reduction for Vision Token Pruning in Vision-Language Models CVPR 2026 SDDF: Specificity-Driven Dynamic Focusing for Open-Vocabulary Camouflaged Object Detection CVPR 2026