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Visual Question Answering

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Papers

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Showing 1851–1900 of 2177 papers

TitleStatusHype
Compositionality as Lexical SymmetryCode0
Overcoming Language Priors in Visual Question Answering via Distinguishing Superficially Similar InstancesCode0
MM-PoE: Multiple Choice Reasoning via. Process of Elimination using Multi-Modal ModelsCode0
Compositional Image-Text Matching and Retrieval by Grounding EntitiesCode0
TallyQA: Answering Complex Counting QuestionsCode0
Target-Aware Spatio-Temporal Reasoning via Answering Questions in Dynamics Audio-Visual ScenariosCode0
VGAT: A Cancer Survival Analysis Framework Transitioning from Generative Visual Question Answering to Genomic ReconstructionCode0
Mixture-of-Subspaces in Low-Rank AdaptationCode0
Automatic Generation of Contrast Sets from Scene Graphs: Probing the Compositional Consistency of GQACode0
MIRTT: Learning Multimodal Interaction Representations from Trilinear Transformers for Visual Question AnsweringCode0
Task Formulation Matters When Learning Continually: A Case Study in Visual Question AnsweringCode0
MHSAN: Multi-Head Self-Attention Network for Visual Semantic EmbeddingCode0
Med-PMC: Medical Personalized Multi-modal Consultation with a Proactive Ask-First-Observe-Next ParadigmCode0
P NP, at least in Visual Question AnsweringCode0
MedHallTune: An Instruction-Tuning Benchmark for Mitigating Medical Hallucination in Vision-Language ModelsCode0
AutoBench-V: Can Large Vision-Language Models Benchmark Themselves?Code0
Measuring Faithful and Plausible Visual Grounding in VQACode0
ERVQA: A Dataset to Benchmark the Readiness of Large Vision Language Models in Hospital EnvironmentsCode0
Patent Figure Classification using Large Vision-language ModelsCode0
VIBIKNet: Visual Bidirectional Kernelized Network for Visual Question AnsweringCode0
Marten: Visual Question Answering with Mask Generation for Multi-modal Document UnderstandingCode0
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation ModelsCode0
ViCLEVR: A Visual Reasoning Dataset and Hybrid Multimodal Fusion Model for Visual Question Answering in VietnameseCode0
MaMMUT: A Simple Architecture for Joint Learning for MultiModal TasksCode0
ViConsFormer: Constituting Meaningful Phrases of Scene Texts using Transformer-based Method in Vietnamese Text-based Visual Question AnsweringCode0
Compact Trilinear Interaction for Visual Question AnsweringCode0
TCC-Bench: Benchmarking the Traditional Chinese Culture Understanding Capabilities of MLLMsCode0
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question AnsweringCode0
LXMERT Model Compression for Visual Question AnsweringCode0
Perceptual Score: What Data Modalities Does Your Model Perceive?Code0
Enhancing Vietnamese VQA through Curriculum Learning on Raw and Augmented Text RepresentationsCode0
TeamLoRA: Boosting Low-Rank Adaptation with Expert Collaboration and CompetitionCode0
LPF: A Language-Prior Feedback Objective Function for De-biased Visual Question AnsweringCode0
Enhancing Cross-Prompt Transferability in Vision-Language Models through Contextual Injection of Target TokensCode0
CommVQA: Situating Visual Question Answering in Communicative ContextsCode0
COLUMBUS: Evaluating COgnitive Lateral Understanding through Multiple-choice reBUSesCode0
Lost in Space: Probing Fine-grained Spatial Understanding in Vision and Language ResamplersCode0
PitVQA++: Vector Matrix-Low-Rank Adaptation for Open-Ended Visual Question Answering in Pituitary SurgeryCode0
Temporal Reasoning via Audio Question AnsweringCode0
Loss re-scaling VQA: Revisiting the LanguagePrior Problem from a Class-imbalance ViewCode0
Logical Implications for Visual Question Answering ConsistencyCode0
p-Laplacian Adaptation for Generative Pre-trained Vision-Language ModelsCode0
Enhancing Continual Learning in Visual Question Answering with Modality-Aware Feature DistillationCode0
Locally Smoothed Neural NetworksCode0
Plug-and-Play VQA: Zero-shot VQA by Conjoining Large Pretrained Models with Zero TrainingCode0
LLM-Assisted Multi-Teacher Continual Learning for Visual Question Answering in Robotic SurgeryCode0
LLaVA-OneVision: Easy Visual Task TransferCode0
VizWiz Grand Challenge: Answering Visual Questions from Blind PeopleCode0
A Unified Hallucination Mitigation Framework for Large Vision-Language ModelsCode0
LININ: Logic Integrated Neural Inference Network for Explanatory Visual Question AnsweringCode0
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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