SOTAVerified

Visual Question Answering

MLLM Leaderboard

Papers

Showing 326350 of 2177 papers

TitleStatusHype
Lyra: An Efficient and Speech-Centric Framework for Omni-CognitionCode3
A Multimodal Social Agent0
Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual IllusionsCode0
How Vision-Language Tasks Benefit from Large Pre-trained Models: A Survey0
Barking Up The Syntactic Tree: Enhancing VLM Training with Syntactic Losses0
Discrete Subgraph Sampling for Interpretable Graph based Visual Question AnsweringCode0
Can We Generate Visual Programs Without Prompting LLMs?0
IMPACT: A Large-scale Integrated Multimodal Patent Analysis and Creation Dataset for Design PatentsCode1
BiMediX2: Bio-Medical EXpert LMM for Diverse Medical ModalitiesCode2
MM-PoE: Multiple Choice Reasoning via. Process of Elimination using Multi-Modal ModelsCode0
ProVision: Programmatically Scaling Vision-centric Instruction Data for Multimodal Language ModelsCode1
FM2DS: Few-Shot Multimodal Multihop Data Synthesis with Knowledge Distillation for Question AnsweringCode0
Ranked from Within: Ranking Large Multimodal Models for Visual Question Answering Without Labels0
ILLUME: Illuminating Your LLMs to See, Draw, and Self-Enhance0
TACO: Learning Multi-modal Action Models with Synthetic Chains-of-Thought-and-ActionCode2
RSUniVLM: A Unified Vision Language Model for Remote Sensing via Granularity-oriented Mixture of ExpertsCode1
Findings of the Second BabyLM Challenge: Sample-Efficient Pretraining on Developmentally Plausible Corpora0
LinVT: Empower Your Image-level Large Language Model to Understand VideosCode2
MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at ScaleCode1
Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling0
EACO: Enhancing Alignment in Multimodal LLMs via Critical Observation0
VisionZip: Longer is Better but Not Necessary in Vision Language ModelsCode3
T2I-FactualBench: Benchmarking the Factuality of Text-to-Image Models with Knowledge-Intensive Concepts0
FlashSloth: Lightning Multimodal Large Language Models via Embedded Visual CompressionCode2
A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMsCode1
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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