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Visual Question Answering

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Papers

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Showing 251–260 of 2177 papers

Title	Date	Tasks	Status	Hype	Score
Beyond Question-Based Biases: Assessing Multimodal Shortcut Learning in Visual Question Answering	Apr 7, 2021	Question AnsweringVisual Question Answering	CodeCode Available	1	5
Are Bias Mitigation Techniques for Deep Learning Effective?	Apr 1, 2021	Deep LearningQuestion Answering	CodeCode Available	1	5
Disentangling 3D Prototypical Networks For Few-Shot Concept Learning	Nov 6, 2020	3D geometry3D Object Detection	CodeCode Available	1	5
IllusionVQA: A Challenging Optical Illusion Dataset for Vision Language Models	Mar 23, 2024	Common Sense ReasoningIn-Context Learning	CodeCode Available	1	5
Improving Selective Visual Question Answering by Learning from Your Peers	Jun 14, 2023	Question AnsweringVisual Question Answering	CodeCode Available	1	5
Instruction-Guided Visual Masking	May 30, 2024	Instruction FollowingVisual Grounding	CodeCode Available	1	5
Language Guided Visual Question Answering: Elevate Your Multimodal Language Model Using Knowledge-Enriched Prompts	Oct 31, 2023	Image CaptioningLanguage Modeling	CodeCode Available	1	5
I2I: Initializing Adapters with Improvised Knowledge	Apr 4, 2023	Continual LearningQuestion Answering	CodeCode Available	1	5
Beyond Embeddings: The Promise of Visual Table in Visual Reasoning	Mar 27, 2024	Representation LearningVisual Question Answering	CodeCode Available	1	5
I Can't Believe There's No Images! Learning Visual Tasks Using only Language Supervision	Nov 17, 2022	Image CaptioningQuestion Answering	CodeCode Available	1	5

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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