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Visual Question Answering

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Papers

Showing 401425 of 2177 papers

TitleStatusHype
Large Scale Multimodal Classification Using an Ensemble of Transformer Models and Co-AttentionCode1
CLEVR-X: A Visual Reasoning Dataset for Natural Language ExplanationsCode1
IllusionVQA: A Challenging Optical Illusion Dataset for Vision Language ModelsCode1
CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical ReasoningCode1
Mind Your Outliers! Investigating the Negative Impact of Outliers on Active Learning for Visual Question AnsweringCode1
Deep Multimodal Neural Architecture SearchCode1
IMPACT: A Large-scale Integrated Multimodal Patent Analysis and Creation Dataset for Design PatentsCode1
Lever LM: Configuring In-Context Sequence to Lever Large Vision Language ModelsCode1
I Can't Believe There's No Images! Learning Visual Tasks Using only Language SupervisionCode1
Mitigating Hallucinations in Vision-Language Models through Image-Guided Head SuppressionCode1
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language ReasoningCode1
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQACode1
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual ReasoningCode1
Comprehensive Visual Question Answering on Point Clouds through Compositional Scene ManipulationCode1
IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and LanguagesCode1
How to Configure Good In-Context Sequence for Visual Question AnsweringCode1
How Much Can CLIP Benefit Vision-and-Language Tasks?Code1
Hypergraph Transformer: Weakly-supervised Multi-hop Reasoning for Knowledge-based Visual Question AnsweringCode1
Hierarchical Question-Image Co-Attention for Visual Question AnsweringCode1
How Do Multimodal Large Language Models Handle Complex Multimodal Reasoning? Placing Them in An Extensible Escape GameCode1
HyperLLaVA: Dynamic Visual and Language Expert Tuning for Multimodal Large Language ModelsCode1
Modular Visual Question Answering via Code GenerationCode1
Hallucination Augmented Contrastive Learning for Multimodal Large Language ModelCode1
HAAR: Text-Conditioned Generative Model of 3D Strand-based Human HairstylesCode1
HaloQuest: A Visual Hallucination Dataset for Advancing Multimodal ReasoningCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MMCTAgent (GPT-4 + GPT-4V)GPT-4 score74.24Unverified
2Qwen2-VL-72BGPT-4 score74Unverified
3InternVL2.5-78BGPT-4 score72.3Unverified
4GPT-4o +text rationale +IoTGPT-4 score72.2Unverified
5Lyra-ProGPT-4 score71.4Unverified
6GLM-4V-PlusGPT-4 score71.1Unverified
7Phantom-7BGPT-4 score70.8Unverified
8InternVL2.5-38BGPT-4 score68.8Unverified
9InternVL2-26B (SGP, token ratio 64%)GPT-4 score65.6Unverified
10Baichuan-Omni (7B)GPT-4 score65.4Unverified