SOTAVerified

Visual Question Answering

MLLM Leaderboard

Papers

Showing 126150 of 2177 papers

TitleStatusHype
QAVA: Query-Agnostic Visual Attack to Large Vision-Language ModelsCode0
LVLM_CSP: Accelerating Large Vision Language Models via Clustering, Scattering, and Pruning for Reasoning Segmentation0
VDocRAG: Retrieval-Augmented Generation over Visually-Rich Documents0
Building Trustworthy Multimodal AI: A Review of Fairness, Transparency, and Ethics in Vision-Language Tasks0
MMKB-RAG: A Multi-Modal Knowledge-Based Retrieval-Augmented Generation Framework0
ReasonDrive: Efficient Visual Question Answering for Autonomous Vehicles with Reasoning-Enhanced Small Vision-Language ModelsCode1
A Survey on Efficient Vision-Language ModelsCode1
NoTeS-Bank: Benchmarking Neural Transcription and Search for Scientific Notes Understanding0
AstroLLaVA: towards the unification of astronomical data and natural language0
Data Metabolism: An Efficient Data Design Schema For Vision Language Model0
Beyond the Frame: Generating 360° Panoramic Videos from Perspective Videos0
TokenFocus-VQA: Enhancing Text-to-Image Alignment with Position-Aware Focus and Multi-Perspective Aggregations on LVLMs0
Resource-efficient Inference with Foundation Model ProgramsCode0
Enhancing Compositional Reasoning in Vision-Language Models with Synthetic Preference DataCode0
RS-RAG: Bridging Remote Sensing Imagery and Comprehensive Knowledge with a Multi-Modal Dataset and Retrieval-Augmented Generation Model0
MedM-VL: What Makes a Good Medical LVLM?Code2
Hierarchical Modeling for Medical Visual Question Answering with Cross-Attention Fusion0
QIRL: Boosting Visual Question Answering via Optimized Question-Image Relation Learning0
STING-BEE: Towards Vision-Language Model for Real-World X-ray Baggage Security InspectionCode1
SocialGesture: Delving into Multi-person Gesture Understanding0
ILLUME+: Illuminating Unified MLLM with Dual Visual Tokenization and Diffusion RefinementCode2
GMAI-VL-R1: Harnessing Reinforcement Learning for Multimodal Medical ReasoningCode1
MPDrive: Improving Spatial Understanding with Marker-Based Prompt Learning for Autonomous Driving0
SViQA: A Unified Speech-Vision Multimodal Model for Textless Visual Question Answering0
FortisAVQA and MAVEN: a Benchmark Dataset and Debiasing Framework for Robust Multimodal ReasoningCode2
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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