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Visual Question Answering

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Papers

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Showing 251–300 of 2177 papers

TitleStatusHype
VLM-Assisted Continual learning for Visual Question Answering in Self-Driving—0
Hypo3D: Exploring Hypothetical Reasoning in 3D—0
Anatomy Might Be All You Need: Forecasting What to Do During Surgery—0
Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model ScalingCode11
Large Models in Dialogue for Active Perception and Anomaly DetectionCode0
Scaling Large Vision-Language Models for Enhanced Multimodal Comprehension In Biomedical Image Analysis—0
Analyzing and Boosting the Power of Fine-Grained Visual Recognition for Multi-modal Large Language ModelsCode2
Scene Understanding Enabled Semantic Communication with Open Channel Coding—0
Combining Knowledge Graph and LLMs for Enhanced Zero-shot Visual Question Answering—0
Patent Figure Classification using Large Vision-language ModelsCode0
VARGPT: Unified Understanding and Generation in a Visual Autoregressive Multimodal Large Language ModelCode3
Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No!—0
Double Visual Defense: Adversarial Pre-training and Instruction Tuning for Improving Vision-Language Model Robustness—0
A Simple Aerial Detection Baseline of Multimodal Language ModelsCode2
Embodied Scene Understanding for Vision Language Models via MetaVQA—0
Dynamic Knowledge Integration for Enhanced Vision-Language Reasoning—0
Parameter-Inverted Image Pyramid Networks for Visual Perception and Multimodal UnderstandingCode2
SAR Strikes Back: A New Hope for RSVQA—0
The Quest for Visual Understanding: A Journey Through the Evolution of Visual Question Answering—0
GeoPix: Multi-Modal Large Language Model for Pixel-level Image Understanding in Remote Sensing—0
Overcoming Language Priors for Visual Question Answering Based on Knowledge Distillation—0
LLaVA-Octopus: Unlocking Instruction-Driven Adaptive Projector Fusion for Video Understanding—0
Feedback-Driven Vision-Language Alignment with Minimal Human Supervision—0
KAnoCLIP: Zero-Shot Anomaly Detection through Knowledge-Driven Prompt Learning and Enhanced Cross-Modal Integration—0
Visual question answering: from early developments to recent advances -- a survey—0
ReDiT: Re‑evaluating large visual question answering model confidence by defining input scenario Difficulty and applying Temperature mappingCode0
Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model EvaluationCode1
Generalizing from SIMPLE to HARD Visual Reasoning: Can We Mitigate Modality Imbalance in VLMs?Code1
Accounting for Focus Ambiguity in Visual Questions—0
MoColl: Agent-Based Specific and General Model Collaboration for Image Captioning—0
Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models—0
CLIP-UP: CLIP-Based Unanswerable Problem Detection for Visual Question Answering—0
Separation of Powers: On Segregating Knowledge from Observation in LLM-enabled Knowledge-based Visual Question Answering—0
AdaDARE-gamma: Balancing Stability and Plasticity in Multi-modal LLMs through Efficient Adaptation—0
Notes-guided MLLM Reasoning: Enhancing MLLM with Knowledge and Visual Notes for Visual Question AnsweringCode1
EfficientLLaVA: Generalizable Auto-Pruning for Large Vision-language Models—0
JTD-UAV: MLLM-Enhanced Joint Tracking and Description Framework for Anti-UAV Systems—0
AVQACL: A Novel Benchmark for Audio-Visual Question Answering Continual LearningCode0
Alignment, Mining and Fusion: Representation Alignment with Hard Negative Mining and Selective Knowledge Fusion for Medical Visual Question Answering—0
Probing Visual Language Priors in VLMs—0
Dual Diffusion for Unified Image Generation and UnderstandingCode2
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation ModelsCode0
UniRS: Unifying Multi-temporal Remote Sensing Tasks through Vision Language ModelsCode0
Enhanced Multimodal RAG-LLM for Accurate Visual Question Answering—0
HALLUCINOGEN: A Benchmark for Evaluating Object Hallucination in Large Visual-Language ModelsCode0
ErgoChat: a Visual Query System for the Ergonomic Risk Assessment of Construction Workers—0
LININ: Logic Integrated Neural Inference Network for Explanatory Visual Question AnsweringCode0
TextMatch: Enhancing Image-Text Consistency Through Multimodal Optimization—0
Multi-Agents Based on Large Language Models for Knowledge-based Visual Question Answering—0
Cross-Lingual Text-Rich Visual Comprehension: An Information Theory PerspectiveCode0
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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