Vision-Language Models

NeuroLangSeg: Language-Guided Subcortical Segmentation with Pseudo-Supervision and Anatomical–Linguistic Validation MIDL 2026 No Hard Negatives Required: Concept Centric Learning Leads to Compositionality without Degrading Zero-shot Capabilities of Contrastive Models CVPR 2026 Noise-Aware Few-Shot Learning through Bi-directional Multi-View Prompt Alignment CVPR 2026 No Need For Real Anomaly: MLLM Empowered Zero-Shot Video Anomaly Detection CVPR 2026 Nonparametric Deep Fine-grained Clustering with Low-Rank Guided Vision-Language Model CVPR 2026 NoRD: A Data-Efficient Vision-Language-Action Model that Drives without Reasoning CVPR 2026 Now They See It, Now They Don’t: Multimodal Reward Models Exhibit Unreliability in Physical World Constraints CoNLL 2026 Obstruction Reasoning for Robotic Grasping CVPR 2026 OctoNav: Towards Generalist Embodied Navigation CVPR 2026 Octopus: History-Free Gradient Orthogonalization for Continual Learning in Multimodal Large Language Models CVPR 2026 OddGridBench: Exposing the Lack of Fine-Grained Visual Discrepancy Sensitivity in Multimodal Large Language Models CVPR 2026 OMIBench: Benchmarking Olympiad-Level Multi-Image Reasoning in Large Vision-Language Models ACL 2026 Omni-Attack: Adversarial Attacks on Open-Ended VQA in Black-Box Multimodal LLMs CVPR 2026 One Layer's Trash is Another Layer's Treasure: Adaptive Layer-wise Visual Token Selection in LVLMs CVPR 2026 One Patch to Caption Them All: A Unified Zero-Shot Captioning Framework CVPR 2026 OneThinker: All-in-one Reasoning Model for Image and Video CVPR 2026 One Token, Two Fates: A Unified Framework via Vision Token Manipulation Against MLLMs Hallucination CVPR 2026 On Token's Dilemma: Dynamic MoE with Drift-Aware Token Assignment for Continual Learning of Large Vision Language Models CVPR 2026 OpenVision 2: A Family of Generative Pretrained Visual Encoders for Multimodal Learning CVPR 2026 OpenVoxel: Training-Free Grouping and Captioning Voxels for Open-Vocabulary 3D Scene Understanding CVPR 2026 OralGPT-Omni: A Versatile Dental Multimodal Large Language Model CVPR 2026 OralGPT-Plus: Learning to Use Visual Tools via Reinforcement Learning for Panoramic X-ray Analysis CVPR 2026 ORD: Object-Relation Decoupling for Generalized 3D Visual Grounding CVPR 2026 ORIC: Benchmarking Object Recognition under Contextual Incongruity in Large Vision-Language Models CVPR 2026 OS-Sentinel: Towards Safety-Enhanced Mobile GUI Agents via Hybrid Validation in Realistic Workflows ACL 2026