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Visual Question Answering

MLLM Leaderboard

Papers

Showing 5175 of 2177 papers

TitleStatusHype
GPT-4V(ision) is a Generalist Web Agent, if GroundedCode4
MIMIC-IT: Multi-Modal In-Context Instruction TuningCode4
OpenFlamingo: An Open-Source Framework for Training Large Autoregressive Vision-Language ModelsCode4
Otter: A Multi-Modal Model with In-Context Instruction TuningCode4
The All-Seeing Project V2: Towards General Relation Comprehension of the Open WorldCode4
SkySense: A Multi-Modal Remote Sensing Foundation Model Towards Universal Interpretation for Earth Observation ImageryCode3
Gemini 1.5: Unlocking multimodal understanding across millions of tokens of contextCode3
Generative Multimodal Models are In-Context LearnersCode3
SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action AlignmentCode3
SoFar: Language-Grounded Orientation Bridges Spatial Reasoning and Object ManipulationCode3
Emu: Generative Pretraining in MultimodalityCode3
All You May Need for VQA are Image CaptionsCode3
ALLaVA: Harnessing GPT4V-Synthesized Data for Lite Vision-Language ModelsCode3
Bilinear Attention NetworksCode3
PreFLMR: Scaling Up Fine-Grained Late-Interaction Multi-modal RetrieversCode3
Feast Your Eyes: Mixture-of-Resolution Adaptation for Multimodal Large Language ModelsCode3
Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning AgentCode3
MoAI: Mixture of All Intelligence for Large Language and Vision ModelsCode3
Q-Bench+: A Benchmark for Multi-modal Foundation Models on Low-level Vision from Single Images to PairsCode3
Baichuan-Omni Technical ReportCode3
Emu3: Next-Token Prediction is All You NeedCode3
Monkey: Image Resolution and Text Label Are Important Things for Large Multi-modal ModelsCode3
Efficient Multimodal Large Language Models: A SurveyCode3
Evaluating Text-to-Visual Generation with Image-to-Text GenerationCode3
MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMsCode3
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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