Vision-Language Models

VOLD: Reasoning Transfer from LLMs to Vision-Language Models via On-Policy Distillation CVPR 2026 VoxTell: Free-Text Promptable Universal 3D Medical Image Segmentation CVPR 2026 VS-Bench: Evaluating VLMs for Strategic Abilities in Multi-Agent Environments CVPR 2026 VULCAN: Tool-Augmented Multi Agents for Iterative 3D Object Arrangement CVPR 2026 WalkGPT: Grounded Vision-Language Conversation with Depth-Aware Segmentation for Pedestrian Navigation CVPR 2026 WAM-Flow: Parallel Coarse-to-Fine Motion Planning via Discrete Flow Matching for Autonomous Driving CVPR 2026 WEAVE: Unleashing and Benchmarking the In-context Interleaved Comprehension and Generation CVPR 2026 WebGym: Scaling Training Environments for Long-Horizon Visual Web Agents with Realistic Tasks CVPR 2026 WeDetect: Fast Open-Vocabulary Object Detection as Retrieval CVPR 2026 When Background Matters: Breaking Medical Vision Language Models by Transferable Attack ACL 2026 When CLIP Sees More, It Fights Back Harder: Multi-View Guided Adaptive Counterattacks for Test-Time Adversarial Robustness CVPR 2026 When Does Language Matter? Multilingual Instructions Reveal Step-wise Language Sensitivity in Vision-Language-Action Models ACL 2026 When More Words Say Less: Decoupling Length and Specificity in Image Description Evaluation ACL 2026 When Numbers Speak: Aligning Textual Numerals and Visual Instances in Text-to-Video Diffusion Models CVPR 2026 When Seeing Overrides Knowing: Disentangling Knowledge Conflicts in Vision-Language Models ACL 2026 When to Think and When to Look: Uncertainty-Guided Lookback CVPR 2026 When Vision-Language Models Judge Without Seeing: Exposing Informativeness Bias ACL 2026 Where Culture Fades: Revealing the Cultural Gap in Text-to-Image Generation CVPR 2026 Where Does Vision Meet Language? Understanding and Refining Visual Fusion in MLLMs via Contrastive Attention CVPR 2026 Which Concepts to Forget and How to Refuse? Decomposing Concepts for Continual Unlearning in Large Vision-Language Models CVPR 2026 White-Balance First, Adjust Later: Cross-Camera Color Constancy via Vision-Language Evaluation CVPR 2026 Will Multimodal Models Be Dazzled by Multi-Image Visual Puzzles? CVPR 2026 WISER: Wider Search, Deeper Thinking, and Adaptive Fusion for Training-Free Zero-Shot Composed Image Retrieval CVPR 2026 World in a Frame: Understanding Culture Mixing as a New Challenge for Vision-Language Models CVPR 2026 Zero-Shot Depth Completion with Vision-Language Model CVPR 2026