visual reasoning

OneThinker: All-in-one Reasoning Model for Image and Video CVPR 2026 OVOD-Agent: A Markov-Bandit Framework for Proactive Visual Reasoning and Self-Evolving Detection CVPR 2026 Pixels Don't Lie (But Your Detector Might): Bootstrapping MLLM-as-a-Judge for Trustworthy Deepfake Detection and Reasoning Supervision CVPR 2026 RealUnify: Do Unified Models Truly Benefit from Unification? A Comprehensive Benchmark CVPR 2026 ReasonMap: Towards Fine-Grained Visual Reasoning from Transit Maps CVPR 2026 REVEALER: Reinforcement-Guided Visual Reasoning for Element-Level Text-Image Alignment Evaluation ACL 2026 Revealing the Seen, Imagining the Beyond: A Survey of Image-Grounded Chain-of-Thought Reasoning in Multimodal LLMs ACL 2026 Revisiting the Necessity of Lengthy Chain-of-Thought in Vision-centric Reasoning Generalization CVPR 2026 RoadSceneBench: A Lightweight Benchmark for Mid-Level Road Scene Understanding CVPR 2026 RotBench: Evaluating Multi-modal Large Language Models on Identifying Image Rotation EACL 2026 See Further, Think Deeper: Advancing VLM's Reasoning Ability with Low-level Visual Cues and Reflection CVPR 2026 Seeing but Not Thinking: Routing Distraction in Multimodal Mixture-of-Experts ACL 2026 Seeing from Another Perspective: Evaluating Multi-View Understanding in MLLMs AAAI 2026 SIFThinker: Spatially-Aware Image Focus for Visual Reasoning AAAI 2026 STAR-R1: Multi-View Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs CVPR 2026 Synthesizing Visual Concepts as Vision-Language Programs CVPR 2026 TiViBench: Benchmarking Think-in-Video Reasoning for Video Generation CVPR 2026 Token Warping Helps MLLMs Look from Nearby Viewpoints CVPR 2026 TVChain: Leveraging Textual-Visual Prompt Chains for Jailbreaking Large Vision-Language Models AAAI 2026 Understanding and Mitigating Hallucinations in Multimodal Chain-of-Thought Models CVPR 2026 Understanding the Role of Hallucination in Reinforcement Post-Training of Multimodal Reasoning Models CVPR 2026 UniT: Unified Multimodal Chain-of-Thought Test-time Scaling CVPR 2026 VisDoT : Enhancing Visual Reasoning through Human-Like Interpretation Grounding and Decomposition of Thought EACL 2026 Vision-G1: Towards General Reasoning Vision-Language Models via Reinforcement Learning AAAI 2026 VisionLeaf: Entropy-Guided Leaf-First Reasoning for Efficient and Accurate Think-with-Image CVPR 2026