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Visual Question Answering

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Showing 1031–1040 of 2177 papers

Title	Date	Tasks	Status	Hype	Score
Dynamic Key-value Memory Enhanced Multi-step Graph Reasoning for Knowledge-based Visual Question Answering	Mar 6, 2022	Graph AttentionQuestion Answering	CodeCode Available	0	5
Learning Visual Question Answering by Bootstrapping Hard Attention	Aug 1, 2018	Hard AttentionQuestion Answering	CodeCode Available	0	5
LININ: Logic Integrated Neural Inference Network for Explanatory Visual Question Answering	Dec 24, 2024	Explanatory Visual Question AnsweringMultimodal Reasoning	CodeCode Available	0	5
Open-Ended Visual Question-Answering	Oct 9, 2016	Question AnsweringSentence	CodeCode Available	0	5
Semantically Equivalent Adversarial Rules for Debugging NLP models	Jul 1, 2018	Data AugmentationQuestion Answering	CodeCode Available	0	5
Learning Visual Knowledge Memory Networks for Visual Question Answering	Jun 13, 2018	Question AnsweringVisual Question Answering	—Unverified	0	0
Dynamic Fusion With Intra- and Inter-Modality Attention Flow for Visual Question Answering	Jun 1, 2019	Question AnsweringVisual Question Answering	—Unverified	0	0
Learning to Specialize with Knowledge Distillation for Visual Question Answering	Dec 1, 2018	General ClassificationGeneral Knowledge	—Unverified	0	0
Learning to Select Question-Relevant Relations for Visual Question Answering	Jun 1, 2021	Graph AttentionQuestion Answering	—Unverified	0	0
Dynamic Fusion with Intra- and Inter- Modality Attention Flow for Visual Question Answering	Dec 13, 2018	Question AnsweringVisual Question Answering	—Unverified	0	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