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Visual Question Answering

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Showing 401–410 of 2177 papers

Title	Date	Tasks	Status	Hype
Improving Selective Visual Question Answering by Learning from Your Peers	Jun 14, 2023	Question AnsweringVisual Question Answering	CodeCode Available	1
Scalable Neural-Probabilistic Answer Set Programming	Jun 14, 2023	Probabilistic ProgrammingQuestion Answering	CodeCode Available	1
Global and Local Semantic Completion Learning for Vision-Language Pre-training	Jun 12, 2023	cross-modal alignmentImage-text Retrieval	CodeCode Available	1
Multi-modal Pre-training for Medical Vision-language Understanding and Generation: An Empirical Study with A New Benchmark	Jun 10, 2023	Image-text RetrievalMedical Report Generation	CodeCode Available	1
Modular Visual Question Answering via Code Generation	Jun 8, 2023	Code GenerationIn-Context Learning	CodeCode Available	1
An Approach to Solving the Abstraction and Reasoning Corpus (ARC) Challenge	Jun 6, 2023	ARCQuestion Answering	CodeCode Available	1
Q: How to Specialize Large Vision-Language Models to Data-Scarce VQA Tasks? A: Self-Train on Unlabeled Images!	Jun 6, 2023	counterfactualData Augmentation	CodeCode Available	1
Revisiting the Role of Language Priors in Vision-Language Models	Jun 2, 2023	Image-text matchingImage-text Retrieval	CodeCode Available	1
Dense and Aligned Captions (DAC) Promote Compositional Reasoning in VL Models	May 31, 2023	Cross-Modal RetrievalQuestion Answering	CodeCode Available	1
Multi-Scale Attention for Audio Question Answering	May 29, 2023	Audio Question AnsweringQuestion Answering	CodeCode Available	1

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All datasets MM-Vet ViP-Bench VQA v2 test-dev BenchLMM MMBench V*bench VQA v2 val MSRVTT-QA VQA v2 test-std MMHal-Bench MSVD-QA PlotQA-D1

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MMCTAgent (GPT-4 + GPT-4V)	GPT-4 score	74.24	—	Unverified
2	Qwen2-VL-72B	GPT-4 score	74	—	Unverified
3	InternVL2.5-78B	GPT-4 score	72.3	—	Unverified
4	GPT-4o +text rationale +IoT	GPT-4 score	72.2	—	Unverified
5	Lyra-Pro	GPT-4 score	71.4	—	Unverified
6	GLM-4V-Plus	GPT-4 score	71.1	—	Unverified
7	Phantom-7B	GPT-4 score	70.8	—	Unverified
8	InternVL2.5-38B	GPT-4 score	68.8	—	Unverified
9	InternVL2-26B (SGP, token ratio 64%)	GPT-4 score	65.6	—	Unverified
10	Baichuan-Omni (7B)	GPT-4 score	65.4	—	Unverified