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Visual Question Answering

MLLM Leaderboard

Papers

Showing 276300 of 2177 papers

TitleStatusHype
Language Quantized AutoEncoders: Towards Unsupervised Text-Image AlignmentCode1
Learning Situation Hyper-Graphs for Video Question AnsweringCode1
Dual-Key Multimodal Backdoors for Visual Question AnsweringCode1
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQACode1
Knowledge-Routed Visual Question Reasoning: Challenges for Deep Representation EmbeddingCode1
Kosmos-2: Grounding Multimodal Large Language Models to the WorldCode1
Benchmarking Multimodal Mathematical Reasoning with Explicit Visual DependencyCode1
Visual Grounding Methods for VQA are Working for the Wrong Reasons!Code1
JDocQA: Japanese Document Question Answering Dataset for Generative Language ModelsCode1
Just Ask: Learning to Answer Questions from Millions of Narrated VideosCode1
Label-Descriptive Patterns and Their Application to Characterizing Classification ErrorsCode1
BackdoorMBTI: A Backdoor Learning Multimodal Benchmark Tool Kit for Backdoor Defense EvaluationCode1
A Dataset and Baselines for Visual Question Answering on ArtCode1
Investigating Prompting Techniques for Zero- and Few-Shot Visual Question AnsweringCode1
An Approach to Solving the Abstraction and Reasoning Corpus (ARC) ChallengeCode1
Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset BiasesCode1
Interpreting Chest X-rays Like a Radiologist: A Benchmark with Clinical ReasoningCode1
LaKo: Knowledge-driven Visual Question Answering via Late Knowledge-to-Text InjectionCode1
Learning to Answer Questions in Dynamic Audio-Visual ScenariosCode1
LXMERT: Learning Cross-Modality Encoder Representations from TransformersCode1
InfMLLM: A Unified Framework for Visual-Language TasksCode1
Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model EvaluationCode1
In Defense of Grid Features for Visual Question AnsweringCode1
INF-LLaVA: Dual-perspective Perception for High-Resolution Multimodal Large Language ModelCode1
Inst-IT: Boosting Multimodal Instance Understanding via Explicit Visual Prompt Instruction TuningCode1
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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