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Visual Question Answering

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Showing 1251–1260 of 2177 papers

Title	Date	Tasks	Status	Hype
Towards Unifying Medical Vision-and-Language Pre-training via Soft Prompts	Feb 17, 2023	Image RetrievalImage-text Classification	CodeCode Available	1
Multimodal Federated Learning via Contrastive Representation Ensemble	Feb 17, 2023	Federated LearningImage-text Retrieval	CodeCode Available	1
Differentiable Outlier Detection Enable Robust Deep Multimodal Analysis	Feb 11, 2023	Image-text RetrievalKnowledge Graphs	CodeCode Available	0
Is Multimodal Vision Supervision Beneficial to Language?	Feb 10, 2023	Image RetrievalNatural Language Understanding	CodeCode Available	0
Language Quantized AutoEncoders: Towards Unsupervised Text-Image Alignment	Feb 2, 2023	AttributeFew-Shot Image Classification	CodeCode Available	1
mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video	Feb 1, 2023	Action ClassificationImage Classification	CodeCode Available	4
Multimodality Representation Learning: A Survey on Evolution, Pretraining and Its Applications	Feb 1, 2023	Question AnsweringRepresentation Learning	CodeCode Available	1
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models	Jan 30, 2023	Generative Visual Question AnsweringImage Captioning	CodeCode Available	4
BinaryVQA: A Versatile Test Set to Evaluate the Out-of-Distribution Generalization of VQA Models	Jan 28, 2023	Out-of-Distribution GeneralizationQuestion Answering	CodeCode Available	0
Towards a Unified Model for Generating Answers and Explanations in Visual Question Answering	Jan 25, 2023	DecoderExplanation Generation	—Unverified	0

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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