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Visual Question Answering

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Papers

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Showing 1–10 of 2177 papers

TitleStatusHype
Describe Anything Model for Visual Question Answering on Text-rich ImagesCode1
Barriers in Integrating Medical Visual Question Answering into Radiology Workflows: A Scoping Review and Clinicians' Insights—0
MagiC: Evaluating Multimodal Cognition Toward Grounded Visual Reasoning—0
Evaluating Attribute Confusion in Fashion Text-to-Image Generation—0
LinguaMark: Do Multimodal Models Speak Fairly? A Benchmark-Based Evaluation—0
Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling—0
ReLoop: "Seeing Twice and Thinking Backwards" via Closed-loop Training to Mitigate Hallucinations in Multimodal understanding—0
Revisiting CroPA: A Reproducibility Study and Enhancements for Cross-Prompt Adversarial Transferability in Vision-Language ModelsCode0
SMMILE: An Expert-Driven Benchmark for Multimodal Medical In-Context Learning—0
DrishtiKon: Multi-Granular Visual Grounding for Text-Rich Document ImagesCode0
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All datasetsMM-VetViP-BenchVQA v2 test-devBenchLMMMMBenchV*benchVQA v2 valMSRVTT-QAVQA v2 test-stdMMHal-BenchMSVD-QAPlotQA-D1

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-4V-turbo-detail:high (Visual Prompt)GPT-4 score (bbox)60.7—Unverified
2GPT-4V-turbo-detail:low (Visual Prompt)GPT-4 score (bbox)52.8—Unverified
3LLaVA-NeXT-Inst-IT-Qwen2-7B (Visual PromptGPT-4 score (bbox)50.5—Unverified
4ViP-LLaVA-13B (Visual Prompt)GPT-4 score (bbox)48.3—Unverified
5LLaVA-1.5-13B (Coordinates)GPT-4 score (bbox)47.1—Unverified
6Qwen-VL-Chat (Coordinates)GPT-4 score (bbox)45.3—Unverified
7LLaVA-NeXT-Inst-IT-Vicuna-7B (Visual PromptGPT-4 score (bbox)45.1—Unverified
8LLaVA-1.5-13B (Visual Prompt)GPT-4 score (bbox)41.8—Unverified
9Qwen-VL-Chat (Visual Prompt)GPT-4 score (bbox)39.2—Unverified
10InstructBLIP-13B (Visual Prompt)GPT-4 score (bbox)35.8—Unverified