SOTAVerified

Visual Reasoning

Ability to understand actions and reasoning associated with any visual images

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 351–400 of 698 papers

TitleStatusHype
End-to-End Learning of Semantic Grasping—0
Enhancing Advanced Visual Reasoning Ability of Large Language Models—0
Enhancing Visual Reasoning with Autonomous Imagination in Multimodal Large Language Models—0
Interactive Visual Reasoning under Uncertainty—0
EuclidNet: Deep Visual Reasoning for Constructible Problems in Geometry—0
Evaluating MLLMs with Multimodal Multi-image Reasoning Benchmark—0
Evaluating Visual and Cultural Interpretation: The K-Viscuit Benchmark with Human-VLM Collaboration—0
Leveraging VLM-Based Pipelines to Annotate 3D Objects—0
EVE: Efficient Vision-Language Pre-training with Masked Prediction and Modality-Aware MoE—0
EXCLAIM: An Explainable Cross-Modal Agentic System for Misinformation Detection with Hierarchical Retrieval—0
Learning to Assemble Neural Module Tree Networks for Visual Grounding—0
Explainable AI And Visual Reasoning: Insights From Radiology—0
Explicit3D: Graph Network with Spatial Inference for Single Image 3D Object Detection—0
Explicit Knowledge Incorporation for Visual Reasoning—0
Eyeballing Combinatorial Problems: A Case Study of Using Multimodal Large Language Models to Solve Traveling Salesman Problems—0
Factorization of View-Object Manifolds for Joint Object Recognition and Pose Estimation—0
Few-Shot Abstract Visual Reasoning With Spectral Features—0
Few-shot Subgoal Planning with Language Models—0
Few-shot Visual Reasoning with Meta-analogical Contrastive Learning—0
Filling in the details: Perceiving from low fidelity images—0
ForgeryGPT: Multimodal Large Language Model For Explainable Image Forgery Detection and Localization—0
Foundation Models for Zero-Shot Segmentation of Scientific Images without AI-Ready Data—0
From Code to Compliance: Assessing ChatGPT's Utility in Designing an Accessible Webpage -- A Case Study—0
From Head to Tail: Towards Balanced Representation in Large Vision-Language Models through Adaptive Data Calibration—0
From Shallow to Deep: Compositional Reasoning over Graphs for Visual Question Answering—0
From Visual to Acoustic Question Answering—0
From Wrong To Right: A Recursive Approach Towards Vision-Language Explanation—0
FutureSightDrive: Thinking Visually with Spatio-Temporal CoT for Autonomous Driving—0
GAM-Agent: Game-Theoretic and Uncertainty-Aware Collaboration for Complex Visual Reasoning—0
A-I-RAVEN and I-RAVEN-Mesh: Two New Benchmarks for Abstract Visual Reasoning—0
Generate Subgoal Images before Act: Unlocking the Chain-of-Thought Reasoning in Diffusion Model for Robot Manipulation with Multimodal Prompts—0
GenVP: Generating Visual Puzzles with Contrastive Hierarchical VAEs—0
Grammar-Based Grounded Lexicon Learning—0
Graph Representation for Order-Aware Visual Transformation—0
GRIT: Teaching MLLMs to Think with Images—0
Grounded Reinforcement Learning for Visual Reasoning—0
Grounding Physical Concepts of Objects and Events Through Dynamic Visual Reasoning—0
Grounding Physical Object and Event Concepts Through Dynamic Visual Reasoning—0
Ground-R1: Incentivizing Grounded Visual Reasoning via Reinforcement Learning—0
GSON: A Group-based Social Navigation Framework with Large Multimodal Model—0
GSR-BENCH: A Benchmark for Grounded Spatial Reasoning Evaluation via Multimodal LLMs—0
Guiding Visual Question Answering with Attention Priors—0
Hallucination at a Glance: Controlled Visual Edits and Fine-Grained Multimodal Learning—0
HalluSegBench: Counterfactual Visual Reasoning for Segmentation Hallucination Evaluation—0
HENASY: Learning to Assemble Scene-Entities for Egocentric Video-Language Model—0
Towards Explainable Neural-Symbolic Visual Reasoning—0
I Know About "Up"! Enhancing Spatial Reasoning in Visual Language Models Through 3D Reconstruction—0
Image as a Foreign Language: BEiT Pretraining for Vision and Vision-Language Tasks—0
Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models—0
Impact of ML Optimization Tactics on Greener Pre-Trained ML Models—0
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All datasetsWinogroundNLVR2 DevNLVR2 TestCLEVRERBongard-OpenWorldWinoGAViLVSRPHYRE-1B-CrossPHYRE-1B-WithinVASRIRFL: Image Recognition of Figurative LanguageNLVR

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-4o + CAText Score75.5—Unverified
2GPT-4V (CoT, pick b/w two options)Text Score75.25—Unverified
3GPT-4V (pick b/w two options)Text Score69.25—Unverified
4MMICL + CoCoTText Score64.25—Unverified
5GPT-4V + CoCoTText Score58.5—Unverified
6OpenFlamingo + CoCoTText Score58.25—Unverified
7GPT-4VText Score54.5—Unverified
8FIBER (EqSim)Text Score51.5—Unverified
9FIBER (finetuned, Flickr30k)Text Score51.25—Unverified
10MMICL + CCoTText Score51—Unverified
#ModelMetricClaimedVerifiedStatus
1BEiT-3Accuracy91.51—Unverified
2X2-VLM (large)Accuracy88.7—Unverified
3XFM (base)Accuracy87.6—Unverified
4X2-VLM (base)Accuracy86.2—Unverified
5CoCaAccuracy86.1—Unverified
6VLMoAccuracy85.64—Unverified
7VK-OODAccuracy84.6—Unverified
8SimVLMAccuracy84.53—Unverified
9X-VLM (base)Accuracy84.41—Unverified
10VK-OODAccuracy83.9—Unverified
#ModelMetricClaimedVerifiedStatus
1BEiT-3Accuracy92.58—Unverified
2X2-VLM (large)Accuracy89.4—Unverified
3XFM (base)Accuracy88.4—Unverified
4X2-VLM (base)Accuracy87—Unverified
5CoCaAccuracy87—Unverified
6VLMoAccuracy86.86—Unverified
7SimVLMAccuracy85.15—Unverified
8X-VLM (base)Accuracy84.76—Unverified
9BLIP-129MAccuracy83.09—Unverified
10ALBEF (14M)Accuracy82.55—Unverified
#ModelMetricClaimedVerifiedStatus
1AI CoreAverage-per ques.95.24—Unverified
2redherringAverage-per ques.91.14—Unverified
3VRDPAverage-per ques.90.24—Unverified
4FightttttAverage-per ques.88.71—Unverified
5neuralAverage-per ques.88.27—Unverified
6NERVAverage-per ques.88.05—Unverified
7DCLAverage-per ques.75.52—Unverified
8troublesolverAverage-per ques.73.3—Unverified
9v0.1Average-per ques.73.1—Unverified
10First_testAverage-per ques.69.65—Unverified
#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
#ModelMetricClaimedVerifiedStatus
1HumansJaccard Index90—Unverified
2ViLT (Zero-Shot)Jaccard Index52—Unverified
3X-VLM (Zero-Shot)Jaccard Index46—Unverified
4CLIP-ViT-B/32 (Zero-Shot)Jaccard Index41—Unverified
5CLIP-ViT-L/14 (Zero-Shot)Jaccard Index40—Unverified
6CLIP-RN50x64/14 (Zero-Shot)Jaccard Index38—Unverified
7CLIP-RN50 (Zero-Shot)Jaccard Index35—Unverified
8CLIP-ViL (Zero-Shot)Jaccard Index15—Unverified
#ModelMetricClaimedVerifiedStatus
1LXMERTaccuracy70.1—Unverified
2ViLTaccuracy69.3—Unverified
3CLIP (finetuned)accuracy65.1—Unverified
4CLIP (frozen)accuracy56—Unverified
5VisualBERTaccuracy55.2—Unverified
#ModelMetricClaimedVerifiedStatus
1RPINAUCCESS42.2—Unverified
2Dec[Joint]1fAUCCESS40.3—Unverified
3Dynamics-Aware DQNAUCCESS39.9—Unverified
4DQNAUCCESS36.8—Unverified
#ModelMetricClaimedVerifiedStatus
1RPINAUCCESS85.2—Unverified
2Dynamics-Aware DQNAUCCESS85.2—Unverified
3Dec[Joint]1fAUCCESS80—Unverified
4DQNAUCCESS77.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Swin1:1 Accuracy52.9—Unverified
2ConvNeXt1:1 Accuracy51.2—Unverified
3ViT1:1 Accuracy50.3—Unverified
4DEiT1:1 Accuracy47.2—Unverified
#ModelMetricClaimedVerifiedStatus
1Humans1-of-100 Accuracy100—Unverified
#ModelMetricClaimedVerifiedStatus
1VisualBERTAccuracy (Dev)67.4—Unverified