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Visual Reasoning
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Ability to understand actions and reasoning associated with any visual images
논문
이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
Beyond Task-Specific Reasoning: A Unified Conditional Generative Framework for Abstract Visual Reasoning
PyVision: Agentic Vision with Dynamic Tooling
MagiC: Evaluating Multimodal Cognition Toward Grounded Visual Reasoning
Orchestrator-Agent Trust: A Modular Agentic AI Visual Classification System with Trust-Aware Orchestration and RAG-Based Reasoning
High-Resolution Visual Reasoning via Multi-Turn Grounding-Based Reinforcement Learning
Skywork-R1V3 Technical Report
Open Vision Reasoner: Transferring Linguistic Cognitive Behavior for Visual Reasoning
Foundation Models for Zero-Shot Segmentation of Scientific Images without AI-Ready Data
Visual Structures Helps Visual Reasoning: Addressing the Binding Problem in VLMs
MiCo: Multi-image Contrast for Reinforcement Visual Reasoning
World-aware Planning Narratives Enhance Large Vision-Language Model Planner
HalluSegBench: Counterfactual Visual Reasoning for Segmentation Hallucination Evaluation
Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens
VLM@school -- Evaluation of AI image understanding on German middle school knowledge
VGR: Visual Grounded Reasoning
LLMs Are Not Yet Ready for Deepfake Image Detection
Think before You Simulate: Symbolic Reasoning to Orchestrate Neural Computation for Counterfactual Question Answering
Vision Matters: Simple Visual Perturbations Can Boost Multimodal Math Reasoning
ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering
VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism
Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right Questions
VIKI-R: Coordinating Embodied Multi-Agent Cooperation via Reinforcement Learning
Synthetic Visual Genome
Language-Vision Planner and Executor for Text-to-Visual Reasoning
KokushiMD-10: Benchmark for Evaluating Large Language Models on Ten Japanese National Healthcare Licensing Examinations
Hallucination at a Glance: Controlled Visual Edits and Fine-Grained Multimodal Learning
Multi-Step Visual Reasoning with Visual Tokens Scaling and Verification
MATP-BENCH: Can MLLM Be a Good Automated Theorem Prover for Multimodal Problems?
MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning
ControlThinker: Unveiling Latent Semantics for Controllable Image Generation through Visual Reasoning
Evaluating MLLMs with Multimodal Multi-image Reasoning Benchmark
SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis
DrVD-Bench: Do Vision-Language Models Reason Like Human Doctors in Medical Image Diagnosis?
Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT
MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM
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