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Visual Question Answering

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Papers

Showing 20012050 of 2177 papers

TitleStatusHype
Adapting Lightweight Vision Language Models for Radiological Visual Question AnsweringCode0
Self-Bootstrapped Visual-Language Model for Knowledge Selection and Question AnsweringCode0
Bilaterally Slimmable Transformer for Elastic and Efficient Visual Question AnsweringCode0
BLOCK: Bilinear Superdiagonal Fusion for Visual Question Answering and Visual Relationship DetectionCode0
Don't Just Assume; Look and Answer: Overcoming Priors for Visual Question AnsweringCode0
Does Chain-of-Thought Reasoning Help Mobile GUI Agent? An Empirical StudyCode0
Resource-efficient Inference with Foundation Model ProgramsCode0
Is Multimodal Vision Supervision Beneficial to Language?Code0
DocMIA: Document-Level Membership Inference Attacks against DocVQA ModelsCode0
DLaVA: Document Language and Vision Assistant for Answer Localization with Enhanced Interpretability and TrustworthinessCode0
Zero-shot Visual Question Answering with Language Model FeedbackCode0
Ask, Attend and Answer: Exploring Question-Guided Spatial Attention for Visual Question AnsweringCode0
IQ-VQA: Intelligent Visual Question AnsweringCode0
Discrete Subgraph Sampling for Interpretable Graph based Visual Question AnsweringCode0
A simple neural network module for relational reasoningCode0
Towards Knowledge-Augmented Visual Question AnsweringCode0
Towards Language-guided Visual Recognition via Dynamic ConvolutionsCode0
REVEAL: Retrieval-Augmented Visual-Language Pre-Training with Multi-Source Multimodal Knowledge MemoryCode0
IQA: Visual Question Answering in Interactive EnvironmentsCode0
Revisiting CroPA: A Reproducibility Study and Enhancements for Cross-Prompt Adversarial Transferability in Vision-Language ModelsCode0
Discovering the Unknown Knowns: Turning Implicit Knowledge in the Dataset into Explicit Training Examples for Visual Question AnsweringCode0
Revisiting Visual Question Answering BaselinesCode0
iParaphrasing: Extracting Visually Grounded Paraphrases via an ImageCode0
BioD2C: A Dual-level Semantic Consistency Constraint Framework for Biomedical VQACode0
REXUP: I REason, I EXtract, I UPdate with Structured Compositional Reasoning for Visual Question AnsweringCode0
Towards Multilingual Audio-Visual Question AnsweringCode0
Right this way: Can VLMs Guide Us to See More to Answer Questions?Code0
Intrinsic Subgraph Generation for Interpretable Graph based Visual Question AnsweringCode0
Diffusion-Refined VQA Annotations for Semi-Supervised Gaze FollowingCode0
InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HDCode0
An Entropy Clustering Approach for Assessing Visual Question DifficultyCode0
Visual Contexts Clarify Ambiguous Expressions: A Benchmark DatasetCode0
Difficult Task Yes but Simple Task No: Unveiling the Laziness in Multimodal LLMsCode0
Visual Coreference Resolution in Visual Dialog using Neural Module NetworksCode0
BinaryVQA: A Versatile Test Set to Evaluate the Out-of-Distribution Generalization of VQA ModelsCode0
A Simple Loss Function for Improving the Convergence and Accuracy of Visual Question Answering ModelsCode0
Robust Explanations for Visual Question AnsweringCode0
Integrating Image Features with Convolutional Sequence-to-sequence Network for Multilingual Visual Question AnsweringCode0
A Simple Baseline for Knowledge-Based Visual Question AnsweringCode0
Differential Attention for Visual Question AnsweringCode0
VQA4CIR: Boosting Composed Image Retrieval with Visual Question AnsweringCode0
Differentiable Outlier Detection Enable Robust Deep Multimodal AnalysisCode0
Instruction Makes a DifferenceCode0
Routing Networks and the Challenges of Modular and Compositional ComputationCode0
RSAdapter: Adapting Multimodal Models for Remote Sensing Visual Question AnsweringCode0
Incorporating Probing Signals into Multimodal Machine Translation via Visual Question-Answering PairsCode0
Did the Model Understand the Question?Code0
Beyond Raw Videos: Understanding Edited Videos with Large Multimodal ModelCode0
Improving Zero-shot Visual Question Answering via Large Language Models with Reasoning Question PromptsCode0
Improving the Cross-Lingual Generalisation in Visual Question AnsweringCode0
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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