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Visual Question Answering

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Showing 1901–1950 of 2177 papers

TitleStatusHype
Explainable High-order Visual Question Reasoning: A New Benchmark and Knowledge-routed Network—0
Non-monotonic Logical Reasoning Guiding Deep Learning for Explainable Visual Question Answering—0
Triplet-Aware Scene Graph Embeddings—0
Learning Sparse Mixture of Experts for Visual Question Answering—0
Inverse Visual Question Answering with Multi-Level Attentions—0
Sunny and Dark Outside?! Improving Answer Consistency in VQA through Entailed Question Generation—0
Decoupled Box Proposal and Featurization with Ultrafine-Grained Semantic Labels Improve Image Captioning and Visual Question Answering—0
Adversarial Representation Learning for Text-to-Image Matching—0
Visual Question Answering using Deep Learning: A Survey and Performance AnalysisCode0
Language Features Matter: Effective Language Representations for Vision-Language Tasks—0
U-CAM: Visual Explanation using Uncertainty based Class Activation Maps—0
What is needed for simple spatial language capabilities in VQA?—0
Reactive Multi-Stage Feature Fusion for Multimodal Dialogue Modeling—0
Fusion of Detected Objects in Text for Visual Question Answering—0
Why Does a Visual Question Have Different Answers?—0
Multimodal Unified Attention Networks for Vision-and-Language Interactions—0
Multi-modality Latent Interaction Network for Visual Question Answering—0
Question-Agnostic Attention for Visual Question Answering—0
Answering Questions about Data Visualizations using Efficient Bimodal FusionCode0
The Meaning of ``Most'' for Visual Question Answering Models—0
An Empirical Study of Batch Normalization and Group Normalization in Conditional Computation—0
An Empirical Study on Leveraging Scene Graphs for Visual Question Answering—0
Bilinear Graph Networks for Visual Question Answering—0
KVQA: Knowledge-Aware Visual Question Answering—0
OmniNet: A unified architecture for multi-modal multi-task learningCode0
2nd Place Solution to the GQA Challenge 2019—0
Neural Reasoning, Fast and Slow, for Video Question Answering—0
Multi-grained Attention with Object-level Grounding for Visual Question Answering—0
ICDAR 2019 Competition on Scene Text Visual Question Answering—0
Deep Modular Co-Attention Networks for Visual Question AnsweringCode0
Adversarial Multimodal Network for Movie Question Answering—0
Integrating Knowledge and Reasoning in Image Understanding—0
RUBi: Reducing Unimodal Biases in Visual Question AnsweringCode0
Investigating Biases in Textual Entailment Datasets—0
Adversarial Regularization for Visual Question Answering: Strengths, Shortcomings, and Side Effects—0
Improving Visual Question Answering by Referring to Generated Paragraph Captions—0
Psycholinguistics meets Continual Learning: Measuring Catastrophic Forgetting in Visual Question Answering—0
Generating Question Relevant Captions to Aid Visual Question Answering—0
Dynamic Fusion With Intra- and Inter-Modality Attention Flow for Visual Question Answering—0
Grounded Word Sense Translation—0
ImageTTR: Grounding Type Theory with Records in Image Classification for Visual Question Answering—0
What Can Neural Networks Reason About?Code0
Vision-to-Language Tasks Based on Attributes and Attention Mechanism—0
Leveraging Medical Visual Question Answering with Supporting Facts—0
Structure Learning for Neural Module Networks—0
Why do These Match? Explaining the Behavior of Image Similarity ModelsCode0
Self-Critical Reasoning for Robust Visual Question AnsweringCode0
Aligning Visual Regions and Textual Concepts for Semantic-Grounded Image RepresentationsCode0
Quantifying and Alleviating the Language Prior Problem in Visual Question AnsweringCode0
Visual TTR - Modelling Visual Question Answering in Type Theory with Records—0
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All datasetsMM-VetViP-BenchVQA v2 test-devBenchLMMMMBenchV*benchVQA v2 valMSRVTT-QAVQA v2 test-stdMMHal-BenchMSVD-QAPlotQA-D1

Benchmark Results

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