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Visual Question Answering

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Showing 391–400 of 2177 papers

Title	Date	Tasks	Status	Hype
Expert Knowledge-Aware Image Difference Graph Representation Learning for Difference-Aware Medical Visual Question Answering	Jul 22, 2023	Graph Representation LearningLanguage Modeling	CodeCode Available	1
Explaining Autonomous Driving Actions with Visual Question Answering	Jul 19, 2023	Autonomous DrivingAutonomous Vehicles	CodeCode Available	1
CAT-ViL: Co-Attention Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic Surgery	Jul 11, 2023	Question AnsweringScene Understanding	CodeCode Available	1
Rad-ReStruct: A Novel VQA Benchmark and Method for Structured Radiology Reporting	Jul 11, 2023	Medical Visual Question AnsweringQuestion Answering	CodeCode Available	1
Self-Adaptive Sampling for Efficient Video Question-Answering on Image--Text Models	Jul 9, 2023	Question AnsweringTGIF-Frame	CodeCode Available	1
Localized Questions in Medical Visual Question Answering	Jul 3, 2023	Medical Visual Question AnsweringQuestion Answering	CodeCode Available	1
Multimodal Prompt Retrieval for Generative Visual Question Answering	Jun 30, 2023	Domain AdaptationGenerative Visual Question Answering	CodeCode Available	1
Answer Mining from a Pool of Images: Towards Retrieval-Based Visual Question Answering	Jun 29, 2023	Answer GenerationQuestion Answering	CodeCode Available	1
Kosmos-2: Grounding Multimodal Large Language Models to the World	Jun 26, 2023	Image CaptioningIn-Context Learning	CodeCode Available	1
Investigating Prompting Techniques for Zero- and Few-Shot Visual Question Answering	Jun 16, 2023	Image CaptioningQuestion 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