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Visual Question Answering

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Papers

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Showing 221–230 of 2177 papers

Title	Date	Tasks	Status	Hype
Detecting Knowledge Boundary of Vision Large Language Models by Sampling-Based Inference	Feb 25, 2025	Question AnsweringRAG	CodeCode Available	0
MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs	Feb 24, 2025	Question AnsweringVisual Question Answering	CodeCode Available	3
All-in-one: Understanding and Generation in Multimodal Reasoning with the MAIA Benchmark	Feb 24, 2025	AllMultimodal Reasoning	—Unverified	0
Retrieval-Augmented Visual Question Answering via Built-in Autoregressive Search Engines	Feb 23, 2025	Answer GenerationLanguage Modeling	—Unverified	0
Tracking the Copyright of Large Vision-Language Models through Parameter Learning Adversarial Images	Feb 23, 2025	Adversarial AttackQuestion Answering	—Unverified	0
TransMamba: Fast Universal Architecture Adaption from Transformers to Mamba	Feb 21, 2025	image-classificationImage Classification	—Unverified	0
Directional Gradient Projection for Robust Fine-Tuning of Foundation Models	Feb 21, 2025	image-classificationImage Classification	—Unverified	0
Multimodal RewardBench: Holistic Evaluation of Reward Models for Vision Language Models	Feb 20, 2025	Question AnsweringVisual Question Answering	CodeCode Available	2
ChatVLA: Unified Multimodal Understanding and Robot Control with Vision-Language-Action Model	Feb 20, 2025	Mixture-of-ExpertsQuestion Answering	CodeCode Available	1
Exploring Advanced Techniques for Visual Question Answering: A Comprehensive Comparison	Feb 20, 2025	DiversityLanguage Modeling	—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