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Visual Question Answering

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Showing 851–900 of 2177 papers

TitleStatusHype
Neural Reasoning, Fast and Slow, for Video Question Answering—0
Improving Automatic VQA Evaluation Using Large Language Models—0
Improving Cross-Modal Understanding in Visual Dialog via Contrastive Learning—0
Improving Data Augmentation for Robust Visual Question Answering with Effective Curriculum Learning—0
Hadamard product in deep learning: Introduction, Advances and Challenges—0
AVIS: Autonomous Visual Information Seeking with Large Language Model Agent—0
CQ-VQA: Visual Question Answering on Categorized Questions—0
Learning to Disambiguate by Asking Discriminative Questions—0
Learning to Recognize the Unseen Visual Predicates—0
Improving Visual Question Answering by Referring to Generated Paragraph Captions—0
Learning What Makes a Difference from Counterfactual Examples and Gradient Supervision—0
Improving VQA and its Explanations \\ by Comparing Competing Explanations—0
Leveraging Visual Question Answering to Improve Text-to-Image Synthesis—0
Look, Learn and Leverage (L^3): Mitigating Visual-Domain Shift and Discovering Intrinsic Relations via Symbolic Alignment—0
H2OVL-Mississippi Vision Language Models Technical Report—0
CPL: Counterfactual Prompt Learning for Vision and Language Models—0
In Factuality: Efficient Integration of Relevant Facts for Visual Question Answering—0
InfiMM-HD: A Leap Forward in High-Resolution Multimodal Understanding—0
Guiding Visual Question Answering with Attention Priors—0
CPath-Omni: A Unified Multimodal Foundation Model for Patch and Whole Slide Image Analysis in Computational Pathology—0
Auto-Parsing Network for Image Captioning and Visual Question Answering—0
Learning Sparse Mixture of Experts for Visual Question Answering—0
Inquire, Interact, and Integrate: A Proactive Agent Collaborative Framework for Zero-Shot Multimodal Medical Reasoning—0
Instance-Level Trojan Attacks on Visual Question Answering via Adversarial Learning in Neuron Activation Space—0
Grounding Task Assistance with Multimodal Cues from a Single Demonstration—0
Co-VQA : Answering by Interactive Sub Question Sequence—0
Instruction-augmented Multimodal Alignment for Image-Text and Element Matching—0
Grounding Complex Navigational Instructions Using Scene Graphs—0
Grounding Chest X-Ray Visual Question Answering with Generated Radiology Reports—0
Co-VQA : Answering by Interactive Sub Question Sequence—0
Learning Sparsity for Effective and Efficient Music Performance Question Answering—0
Integrating Frequency-Domain Representations with Low-Rank Adaptation in Vision-Language Models—0
Grounding Answers for Visual Questions Asked by Visually Impaired People—0
CoVLM: Composing Visual Entities and Relationships in Large Language Models Via Communicative Decoding—0
Integrating Object Detection Modality into Visual Language Model for Enhanced Autonomous Driving Agent—0
Interactive Attention AI to translate low light photos to captions for night scene understanding in women safety—0
Adaptive Token Boundaries: Integrating Human Chunking Mechanisms into Multimodal LLMs—0
Grounded Word Sense Translation—0
Grounded Knowledge-Enhanced Medical VLP for Chest X-Ray—0
InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model—0
Learning Rich Image Region Representation for Visual Question Answering—0
GRILL: Grounded Vision-language Pre-training via Aligning Text and Image Regions—0
Counterfactual Vision and Language Learning—0
Interpretable Counting for Visual Question Answering—0
Griffon-G: Bridging Vision-Language and Vision-Centric Tasks via Large Multimodal Models—0
Analysis on Image Set Visual Question Answering—0
GraspCorrect: Robotic Grasp Correction via Vision-Language Model-Guided Feedback—0
Graph-Structured Representations for Visual Question Answering—0
Graph Relation Transformer: Incorporating pairwise object features into the Transformer architecture—0
Bilinear Graph Networks for Visual Question Answering—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