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Visual Question Answering

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Showing 831–840 of 2177 papers

TitleStatusHype
Feast Your Eyes: Mixture-of-Resolution Adaptation for Multimodal Large Language ModelsCode3
Enhancing Generalization in Medical Visual Question Answering Tasks via Gradient-Guided Model Perturbation—0
Vision-Language Models for Medical Report Generation and Visual Question Answering: A ReviewCode3
InfiMM-HD: A Leap Forward in High-Resolution Multimodal Understanding—0
The All-Seeing Project V2: Towards General Relation Comprehension of the Open WorldCode4
A Cognitive Evaluation Benchmark of Image Reasoning and Description for Large Vision-Language Models—0
ArcSin: Adaptive ranged cosine Similarity injected noise for Language-Driven Visual Tasks—0
VCD: Knowledge Base Guided Visual Commonsense Discovery in Images—0
Read and Think: An Efficient Step-wise Multimodal Language Model for Document Understanding and Reasoning—0
LLM-Assisted Multi-Teacher Continual Learning for Visual Question Answering in Robotic SurgeryCode0
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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