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Visual Question Answering

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Showing 1021–1030 of 2177 papers

TitleStatusHype
Learning to Compress Contexts for Efficient Knowledge-based Visual Question Answering—0
Securing Vision-Language Models with a Robust Encoder Against Jailbreak and Adversarial AttacksCode0
Mitigating Hallucination in Visual-Language Models via Re-Balancing Contrastive Decoding—0
VisScience: An Extensive Benchmark for Evaluating K12 Educational Multi-modal Scientific Reasoning—0
Breaking Neural Network Scaling Laws with Modularity—0
POINTS: Improving Your Vision-language Model with Affordable Strategies—0
COLUMBUS: Evaluating COgnitive Lateral Understanding through Multiple-choice reBUSesCode0
OccLLaMA: An Occupancy-Language-Action Generative World Model for Autonomous Driving—0
MOSMOS: Multi-organ segmentation facilitated by medical report supervision—0
Blocks as Probes: Dissecting Categorization Ability of Large Multimodal Models—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