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Visual Question Answering

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Showing 101–150 of 2177 papers

TitleStatusHype
Where do Large Vision-Language Models Look at when Answering Questions?Code2
DriveLMM-o1: A Step-by-Step Reasoning Dataset and Large Multimodal Model for Driving Scenario UnderstandingCode2
AnyAnomaly: Zero-Shot Customizable Video Anomaly Detection with LVLMCode2
Keeping Yourself is Important in Downstream Tuning Multimodal Large Language ModelCode2
Multimodal RewardBench: Holistic Evaluation of Reward Models for Vision Language ModelsCode2
Re-Align: Aligning Vision Language Models via Retrieval-Augmented Direct Preference OptimizationCode2
Analyzing and Boosting the Power of Fine-Grained Visual Recognition for Multi-modal Large Language ModelsCode2
A Simple Aerial Detection Baseline of Multimodal Language ModelsCode2
Parameter-Inverted Image Pyramid Networks for Visual Perception and Multimodal UnderstandingCode2
Dual Diffusion for Unified Image Generation and UnderstandingCode2
AutoTrust: Benchmarking Trustworthiness in Large Vision Language Models for Autonomous DrivingCode2
Doe-1: Closed-Loop Autonomous Driving with Large World ModelCode2
Towards a Multimodal Large Language Model with Pixel-Level Insight for BiomedicineCode2
BiMediX2: Bio-Medical EXpert LMM for Diverse Medical ModalitiesCode2
TACO: Learning Multi-modal Action Models with Synthetic Chains-of-Thought-and-ActionCode2
LinVT: Empower Your Image-level Large Language Model to Understand VideosCode2
FlashSloth: Lightning Multimodal Large Language Models via Embedded Visual CompressionCode2
Dynamic-LLaVA: Efficient Multimodal Large Language Models via Dynamic Vision-language Context SparsificationCode2
Path-RAG: Knowledge-Guided Key Region Retrieval for Open-ended Pathology Visual Question AnsweringCode2
Grounding-IQA: Multimodal Language Grounding Model for Image Quality AssessmentCode2
ZoomEye: Enhancing Multimodal LLMs with Human-Like Zooming Capabilities through Tree-Based Image ExplorationCode2
Augmenting Multimodal LLMs with Self-Reflective Tokens for Knowledge-based Visual Question AnsweringCode2
GMAI-VL & GMAI-VL-5.5M: A Large Vision-Language Model and A Comprehensive Multimodal Dataset Towards General Medical AICode2
MC-LLaVA: Multi-Concept Personalized Vision-Language ModelCode2
VQA^2: Visual Question Answering for Video Quality AssessmentCode2
MMFuser: Multimodal Multi-Layer Feature Fuser for Fine-Grained Vision-Language UnderstandingCode2
VoxelPrompt: A Vision-Language Agent for Grounded Medical Image AnalysisCode2
Deciphering Cross-Modal Alignment in Large Vision-Language Models with Modality Integration RateCode2
TEOChat: A Large Vision-Language Assistant for Temporal Earth Observation DataCode2
Large Continual Instruction AssistantCode2
Phantom of Latent for Large Language and Vision ModelsCode2
One missing piece in Vision and Language: A Survey on Comics UnderstandingCode2
EyeCLIP: A visual-language foundation model for multi-modal ophthalmic image analysisCode2
PA-LLaVA: A Large Language-Vision Assistant for Human Pathology Image UnderstandingCode2
A Survey on Benchmarks of Multimodal Large Language ModelsCode2
GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AICode2
Towards A Generalizable Pathology Foundation Model via Unified Knowledge DistillationCode2
MMInstruct: A High-Quality Multi-Modal Instruction Tuning Dataset with Extensive DiversityCode2
DenseFusion-1M: Merging Vision Experts for Comprehensive Multimodal PerceptionCode2
WSI-VQA: Interpreting Whole Slide Images by Generative Visual Question AnsweringCode2
MiniGPT-Med: Large Language Model as a General Interface for Radiology DiagnosisCode2
A Bounding Box is Worth One Token: Interleaving Layout and Text in a Large Language Model for Document UnderstandingCode2
Efficient Large Multi-modal Models via Visual Context CompressionCode2
MG-LLaVA: Towards Multi-Granularity Visual Instruction TuningCode2
TroL: Traversal of Layers for Large Language and Vision ModelsCode2
VRSBench: A Versatile Vision-Language Benchmark Dataset for Remote Sensing Image UnderstandingCode2
MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMsCode2
Explore the Limits of Omni-modal Pretraining at ScaleCode2
Yo'LLaVA: Your Personalized Language and Vision AssistantCode2
Towards Vision-Language Geo-Foundation Model: A SurveyCode2
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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