SOTAVerified

Visual Reasoning

Ability to understand actions and reasoning associated with any visual images

Papers

Showing 601650 of 698 papers

TitleStatusHype
QLEVR: A Diagnostic Dataset for Quantificational Language and Elementary Visual ReasoningCode0
Answer Questions with Right Image Regions: A Visual Attention Regularization ApproachCode0
Prompting Large Vision-Language Models for Compositional ReasoningCode0
Progressive Multi-granular Alignments for Grounded Reasoning in Large Vision-Language ModelsCode0
Collecting Visually-Grounded Dialogue with A Game Of SortsCode0
Raven's Progressive Matrices Completion with Latent Gaussian Process PriorsCode0
ViCLEVR: A Visual Reasoning Dataset and Hybrid Multimodal Fusion Model for Visual Question Answering in VietnameseCode0
Enhancing Interpretability and Interactivity in Robot Manipulation: A Neurosymbolic ApproachCode0
ViGoR: Improving Visual Grounding of Large Vision Language Models with Fine-Grained Reward ModelingCode0
Untrained neural networks can demonstrate memorization-independent abstract reasoningCode0
Program synthesis performance constrained by non-linear spatial relations in Synthetic Visual Reasoning TestCode0
CLEVR-Ref+: Diagnosing Visual Reasoning with Referring ExpressionsCode0
Predicting Complete 3D Models of Indoor ScenesCode0
Physical Reasoning Using Dynamics-Aware ModelsCode0
Orchestrator-Agent Trust: A Modular Agentic AI Visual Classification System with Trust-Aware Orchestration and RAG-Based ReasoningCode0
One Self-Configurable Model to Solve Many Abstract Visual Reasoning ProblemsCode0
Interpretable Visual Reasoning via Induced Symbolic SpaceCode0
Inferring and Executing Programs for Visual ReasoningCode0
On Erroneous Agreements of CLIP Image EmbeddingsCode0
Implicit Differentiable Outlier Detection Enable Robust Deep Multimodal AnalysisCode0
Revisiting Disentanglement in Downstream Tasks: A Study on Its Necessity for Abstract Visual ReasoningCode0
ViPlan: A Benchmark for Visual Planning with Symbolic Predicates and Vision-Language ModelsCode0
Odd-One-Out Representation LearningCode0
Image Safeguarding: Reasoning with Conditional Vision Language Model and Obfuscating Unsafe Content CounterfactuallyCode0
When Causal Intervention Meets Adversarial Examples and Image Masking for Deep Neural NetworksCode0
OCR-Reasoning Benchmark: Unveiling the True Capabilities of MLLMs in Complex Text-Rich Image ReasoningCode0
Object Level Visual Reasoning in VideosCode0
RVTBench: A Benchmark for Visual Reasoning TasksCode0
V-LoL: A Diagnostic Dataset for Visual Logical LearningCode0
SAViR-T: Spatially Attentive Visual Reasoning with TransformersCode0
CLEVR Parser: A Graph Parser Library for Geometric Learning on Language Grounded Image ScenesCode0
VisFactor: Benchmarking Fundamental Visual Cognition in Multimodal Large Language ModelsCode0
Accountable Textual-Visual Chat Learns to Reject Human Instructions in Image Re-creationCode0
Multi-Modal Dialogue State Tracking for Playing GuessWhich GameCode0
VisFIS: Visual Feature Importance Supervision with Right-for-the-Right-Reason ObjectivesCode0
Multilevel Hierarchical Network with Multiscale Sampling for Video Question AnsweringCode0
Multi-Label Zero-Shot Learning with Structured Knowledge GraphsCode0
Multi-Label Contrastive Learning for Abstract Visual ReasoningCode0
MM-PoE: Multiple Choice Reasoning via. Process of Elimination using Multi-Modal ModelsCode0
Mind the GAP: Glimpse-based Active Perception improves generalization and sample efficiency of visual reasoningCode0
CLEVRER: CoLlision Events for Video REpresentation and ReasoningCode0
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language TasksCode0
Meta Module Network for Compositional Visual ReasoningCode0
A Distance-preserving Matrix SketchCode0
How to Determine the Preferred Image Distribution of a Black-Box Vision-Language Model?Code0
WinoGAViL: Gamified Association Benchmark to Challenge Vision-and-Language ModelsCode0
How a General-Purpose Commonsense Ontology can Improve Performance of Learning-Based Image RetrievalCode0
MCTBench: Multimodal Cognition towards Text-Rich Visual Scenes BenchmarkCode0
Slot Abstractors: Toward Scalable Abstract Visual ReasoningCode0
MARVEL: Multidimensional Abstraction and Reasoning through Visual Evaluation and LearningCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-4o + CAText Score75.5Unverified
2GPT-4V (CoT, pick b/w two options)Text Score75.25Unverified
3GPT-4V (pick b/w two options)Text Score69.25Unverified
4MMICL + CoCoTText Score64.25Unverified
5GPT-4V + CoCoTText Score58.5Unverified
6OpenFlamingo + CoCoTText Score58.25Unverified
7GPT-4VText Score54.5Unverified
8FIBER (EqSim)Text Score51.5Unverified
9FIBER (finetuned, Flickr30k)Text Score51.25Unverified
10MMICL + CCoTText Score51Unverified
#ModelMetricClaimedVerifiedStatus
1BEiT-3Accuracy91.51Unverified
2X2-VLM (large)Accuracy88.7Unverified
3XFM (base)Accuracy87.6Unverified
4X2-VLM (base)Accuracy86.2Unverified
5CoCaAccuracy86.1Unverified
6VLMoAccuracy85.64Unverified
7VK-OODAccuracy84.6Unverified
8SimVLMAccuracy84.53Unverified
9X-VLM (base)Accuracy84.41Unverified
10VK-OODAccuracy83.9Unverified
#ModelMetricClaimedVerifiedStatus
1BEiT-3Accuracy92.58Unverified
2X2-VLM (large)Accuracy89.4Unverified
3XFM (base)Accuracy88.4Unverified
4X2-VLM (base)Accuracy87Unverified
5CoCaAccuracy87Unverified
6VLMoAccuracy86.86Unverified
7SimVLMAccuracy85.15Unverified
8X-VLM (base)Accuracy84.76Unverified
9BLIP-129MAccuracy83.09Unverified
10ALBEF (14M)Accuracy82.55Unverified
#ModelMetricClaimedVerifiedStatus
1AI CoreAverage-per ques.95.24Unverified
2redherringAverage-per ques.91.14Unverified
3VRDPAverage-per ques.90.24Unverified
4FightttttAverage-per ques.88.71Unverified
5neuralAverage-per ques.88.27Unverified
6NERVAverage-per ques.88.05Unverified
7DCLAverage-per ques.75.52Unverified
8troublesolverAverage-per ques.73.3Unverified
9v0.1Average-per ques.73.1Unverified
10First_testAverage-per ques.69.65Unverified
#ModelMetricClaimedVerifiedStatus
1Gemini-2.0 + CA2-Class Accuracy93.6Unverified
2GPT-4o + CA2-Class Accuracy92.8Unverified
3Human2-Class Accuracy91Unverified
4SNAIL2-Class Accuracy64Unverified
5InstructBLIP + GPT-42-Class Accuracy63.8Unverified
6BLIP-2 + ChatGPT (Fine-tuned)2-Class Accuracy63.3Unverified
7InstructBLIP + ChatGPT + Neuro-Symbolic2-Class Accuracy55.5Unverified
8ChatCaptioner + ChatGPT2-Class Accuracy49.3Unverified
9Otter2-Class Accuracy49.3Unverified
#ModelMetricClaimedVerifiedStatus
1HumansJaccard Index90Unverified
2ViLT (Zero-Shot)Jaccard Index52Unverified
3X-VLM (Zero-Shot)Jaccard Index46Unverified
4CLIP-ViT-B/32 (Zero-Shot)Jaccard Index41Unverified
5CLIP-ViT-L/14 (Zero-Shot)Jaccard Index40Unverified
6CLIP-RN50x64/14 (Zero-Shot)Jaccard Index38Unverified
7CLIP-RN50 (Zero-Shot)Jaccard Index35Unverified
8CLIP-ViL (Zero-Shot)Jaccard Index15Unverified
#ModelMetricClaimedVerifiedStatus
1LXMERTaccuracy70.1Unverified
2ViLTaccuracy69.3Unverified
3CLIP (finetuned)accuracy65.1Unverified
4CLIP (frozen)accuracy56Unverified
5VisualBERTaccuracy55.2Unverified
#ModelMetricClaimedVerifiedStatus
1RPINAUCCESS42.2Unverified
2Dec[Joint]1fAUCCESS40.3Unverified
3Dynamics-Aware DQNAUCCESS39.9Unverified
4DQNAUCCESS36.8Unverified
#ModelMetricClaimedVerifiedStatus
1RPINAUCCESS85.2Unverified
2Dynamics-Aware DQNAUCCESS85.2Unverified
3Dec[Joint]1fAUCCESS80Unverified
4DQNAUCCESS77.6Unverified
#ModelMetricClaimedVerifiedStatus
1Swin1:1 Accuracy52.9Unverified
2ConvNeXt1:1 Accuracy51.2Unverified
3ViT1:1 Accuracy50.3Unverified
4DEiT1:1 Accuracy47.2Unverified
#ModelMetricClaimedVerifiedStatus
1Humans1-of-100 Accuracy100Unverified
#ModelMetricClaimedVerifiedStatus
1VisualBERTAccuracy (Dev)67.4Unverified