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Visual Question Answering

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Showing 1951–2000 of 2177 papers

TitleStatusHype
MUREL: Multimodal Relational Reasoning for Visual Question AnsweringCode0
Dual Attention Networks for Visual Reference Resolution in Visual DialogCode0
Probabilistic Neural-symbolic Models for Interpretable Visual Question Answering—0
Generating Natural Language Explanations for Visual Question Answering using Scene Graphs and Visual Attention—0
Cycle-Consistency for Robust Visual Question Answering—0
Taking a HINT: Leveraging Explanations to Make Vision and Language Models More Grounded—0
VrR-VG: Refocusing Visually-Relevant Relationships—0
BLOCK: Bilinear Superdiagonal Fusion for Visual Question Answering and Visual Relationship DetectionCode0
Visual Entailment: A Novel Task for Fine-Grained Image Understanding—0
CLEVR-Ref+: Diagnosing Visual Reasoning with Referring ExpressionsCode0
The meaning of "most" for visual question answering models—0
Scene Graph Reasoning with Prior Visual Relationship for Visual Question Answering—0
Focal Visual-Text Attention for Memex Question AnsweringCode0
Dynamic Fusion with Intra- and Inter- Modality Attention Flow for Visual Question Answering—0
Spatial Knowledge Distillation to aid Visual Reasoning—0
Learning Representations of Sets through Optimized PermutationsCode0
Recursive Visual Attention in Visual DialogCode0
Multi-task Learning of Hierarchical Vision-Language Representation—0
Learning to Specialize with Knowledge Distillation for Visual Question Answering—0
Chain of Reasoning for Visual Question Answering—0
From Known to the Unknown: Transferring Knowledge to Answer Questions about Novel Visual and Semantic Concepts—0
Visual Question Answering as Reading Comprehension—0
CLEAR: A Dataset for Compositional Language and Elementary Acoustic ReasoningCode0
Visual Entailment Task for Visually-Grounded Language Learning—0
A dataset of clinically generated visual questions and answers about radiology images—0
Explicit Bias Discovery in Visual Question Answering Models—0
Zero-Shot Transfer VQA Dataset—0
Out of the Box: Reasoning with Graph Convolution Nets for Factual Visual Question Answering—0
Compositional Attention Networks for Interpretability in Natural Language Question Answering—0
Gated Hierarchical Attention for Image CaptioningCode1
Do Explanations make VQA Models more Predictable to a Human?—0
TallyQA: Answering Complex Counting QuestionsCode0
Knowing Where to Look? Analysis on Attention of Visual Question Answering System—0
Overcoming Language Priors in Visual Question Answering with Adversarial Regularization—0
Neural-Symbolic VQA: Disentangling Reasoning from Vision and Language UnderstandingCode0
Transfer Learning via Unsupervised Task Discovery for Visual Question AnsweringCode0
Textually Enriched Neural Module Networks for Visual Question Answering—0
The Wisdom of MaSSeS: Majority, Subjectivity, and Semantic Similarity in the Evaluation of VQA—0
Faithful Multimodal Explanation for Visual Question AnsweringCode1
Visual Coreference Resolution in Visual Dialog using Neural Module NetworksCode0
Cascaded Mutual Modulation for Visual ReasoningCode0
Interpretable Visual Question Answering by Reasoning on Dependency Trees—0
Straight to the Facts: Learning Knowledge Base Retrieval for Factual Visual Question Answering—0
Deep Attention Neural Tensor Network for Visual Question Answering—0
Adapting Visual Question Answering Models for Enhancing Multimodal Community Q&A PlatformsCode0
Question-Guided Hybrid Convolution for Visual Question Answering—0
Visual Reasoning with Multi-hop Feature ModulationCode0
Visual Question Answering Dataset for Bilingual Image Understanding: A Study of Cross-Lingual Transfer Using Attention Maps—0
Learning Visual Question Answering by Bootstrapping Hard AttentionCode0
Interpretable Visual Question Answering by Visual Grounding from Attention Supervision Mining—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