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Visual Question Answering

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Showing 1751–1800 of 2177 papers

TitleStatusHype
Transformers in Vision: A Survey—0
Linguistically Routing Capsule Network for Out-of-Distribution Visual Question Answering—0
Hierarchical Graph Attention Network for Few-Shot Visual-Semantic Learning—0
Differentiable End-to-End Program Executor for Sample and Computationally Efficient VQA—0
Unshuffling Data for Improved Generalization in Visual Question Answering—0
Seeing is Knowing! Fact-based Visual Question Answering using Knowledge Graph Embeddings—0
LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document UnderstandingCode0
Object-Centric Diagnosis of Visual Reasoning—0
Learning content and context with language bias for Visual Question AnsweringCode0
Simple is not Easy: A Simple Strong Baseline for TextVQA and TextCaps—0
WeaQA: Weak Supervision via Captions for Visual Question Answering—0
Towards Knowledge-Augmented Visual Question AnsweringCode0
Multimodal Graph Networks for Compositional Generalization in Visual Question Answering—0
A Unified Framework for Multilingual and Code-Mixed Visual Question Answering—0
Learning from Lexical Perturbations for Consistent Visual Question AnsweringCode0
Siamese Tracking with Lingual Object ConstraintsCode0
Modular Graph Attention Network for Complex Visual Relational Reasoning—0
Logically Consistent Loss for Visual Question Answering—0
Generating Natural Questions from Images for Multimodal Assistants—0
CapWAP: Captioning with a Purpose—0
Learning to Model and Ignore Dataset Bias with Mixed Capacity EnsemblesCode0
An Improved Attention for Visual Question AnsweringCode0
Reasoning Over History: Context Aware Visual Dialog—0
Can Pre-training help VQA with Lexical Variations?—0
Representation, Learning and Reasoning on Spatial Language for Downstream NLP Tasks—0
CapWAP: Image Captioning with a Purpose—0
ISAAQ - Mastering Textbook Questions with Pre-trained Transformers and Bottom-Up and Top-Down Attention—0
Loss re-scaling VQA: Revisiting the LanguagePrior Problem from a Class-imbalance ViewCode0
Leveraging Visual Question Answering to Improve Text-to-Image Synthesis—0
Beyond VQA: Generating Multi-word Answer and Rationale to Visual Questions—0
SOrT-ing VQA Models : Contrastive Gradient Learning for Improved ConsistencyCode0
Answer-checking in Context: A Multi-modal FullyAttention Network for Visual Question Answering—0
New Ideas and Trends in Deep Multimodal Content Understanding: A Review—0
Does my multimodal model learn cross-modal interactions? It's harder to tell than you might think!—0
Interpretable Neural Computation for Real-World Compositional Visual Question Answering—0
Characterizing Datasets for Social Visual Question Answering, and the New TinySocial Dataset—0
Pathological Visual Question Answering—0
Finding the Evidence: Localization-aware Answer Prediction for Text Visual Question Answering—0
Attention Guided Semantic Relationship Parsing for Visual Question Answering—0
CAPTION: Correction by Analyses, POS-Tagging and Interpretation of Objects using only Nouns—0
ISAAQ -- Mastering Textbook Questions with Pre-trained Transformers and Bottom-Up and Top-Down Attention—0
Graph-based Heuristic Search for Module Selection Procedure in Neural Module Network—0
Spatial Attention as an Interface for Image Captioning Models—0
Hierarchical Deep Multi-modal Network for Medical Visual Question AnsweringCode0
Multiple interaction learning with question-type prior knowledge for constraining answer search space in visual question answeringCode0
Regularizing Attention Networks for Anomaly Detection in Visual Question Answering—0
A Multimodal Memes Classification: A Survey and Open Research Issues—0
Cross-modal Knowledge Reasoning for Knowledge-based Visual Question Answering—0
Visual Question Answering on Image Sets—0
Document Visual Question Answering Challenge 2020—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