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Visual Question Answering

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Showing 451–460 of 2177 papers

TitleStatusHype
H2OVL-Mississippi Vision Language Models Technical Report—0
γ-MoD: Exploring Mixture-of-Depth Adaptation for Multimodal Large Language Models—0
Help Me Identify: Is an LLM+VQA System All We Need to Identify Visual Concepts?Code0
Cross-Modal Safety Mechanism Transfer in Large Vision-Language Models—0
WorldCuisines: A Massive-Scale Benchmark for Multilingual and Multicultural Visual Question Answering on Global CuisinesCode1
VividMed: Vision Language Model with Versatile Visual Grounding for MedicineCode1
OMCAT: Omni Context Aware Transformer—0
Difficult Task Yes but Simple Task No: Unveiling the Laziness in Multimodal LLMsCode0
MMFuser: Multimodal Multi-Layer Feature Fuser for Fine-Grained Vision-Language UnderstandingCode2
Eliminating the Language Bias for Visual Question Answering with fine-grained Causal Intervention—0
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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