SOTAVerified

Visual Reasoning

Ability to understand actions and reasoning associated with any visual images

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–10 of 698 papers

TitleStatusHype
LaViPlan : Language-Guided Visual Path Planning with RLVR—0
Beyond Task-Specific Reasoning: A Unified Conditional Generative Framework for Abstract Visual ReasoningCode0
PyVision: Agentic Vision with Dynamic Tooling—0
MagiC: Evaluating Multimodal Cognition Toward Grounded Visual Reasoning—0
Orchestrator-Agent Trust: A Modular Agentic AI Visual Classification System with Trust-Aware Orchestration and RAG-Based ReasoningCode0
High-Resolution Visual Reasoning via Multi-Turn Grounding-Based Reinforcement LearningCode2
Skywork-R1V3 Technical ReportCode7
Open Vision Reasoner: Transferring Linguistic Cognitive Behavior for Visual Reasoning—0
Foundation Models for Zero-Shot Segmentation of Scientific Images without AI-Ready Data—0
MiCo: Multi-image Contrast for Reinforcement Visual Reasoning—0
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All datasetsWinogroundNLVR2 DevNLVR2 TestCLEVRERBongard-OpenWorldWinoGAViLVSRPHYRE-1B-CrossPHYRE-1B-WithinVASRIRFL: Image Recognition of Figurative LanguageNLVR

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Gemini-2.0 + CA2-Class Accuracy93.6—Unverified
2GPT-4o + CA2-Class Accuracy92.8—Unverified
3Human2-Class Accuracy91—Unverified
4SNAIL2-Class Accuracy64—Unverified
5InstructBLIP + GPT-42-Class Accuracy63.8—Unverified
6BLIP-2 + ChatGPT (Fine-tuned)2-Class Accuracy63.3—Unverified
7InstructBLIP + ChatGPT + Neuro-Symbolic2-Class Accuracy55.5—Unverified
8ChatCaptioner + ChatGPT2-Class Accuracy49.3—Unverified
9Otter2-Class Accuracy49.3—Unverified