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Visual Question Answering

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Showing 1121–1130 of 2177 papers

Title	Date	Tasks	Status	Hype
Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic	Jun 27, 2023	Image CaptioningReferring Expression Segmentation	CodeCode Available	2
Kosmos-2: Grounding Multimodal Large Language Models to the World	Jun 26, 2023	Image CaptioningIn-Context Learning	CodeCode Available	1
Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning	Jun 26, 2023	HallucinationVisual Question Answering	CodeCode Available	2
Visual Question Answering in Remote Sensing with Cross-Attention and Multimodal Information Bottleneck	Jun 25, 2023	object-detectionObject Detection	—Unverified	0
Switch-BERT: Learning to Model Multimodal Interactions by Switching Attention and Input	Jun 25, 2023	DiversityImage-text Retrieval	—Unverified	0
TaCA: Upgrading Your Visual Foundation Model with Task-agnostic Compatible Adapter	Jun 22, 2023	Question AnsweringRetrieval	CodeCode Available	0
Investigating Prompting Techniques for Zero- and Few-Shot Visual Question Answering	Jun 16, 2023	Image CaptioningQuestion Answering	CodeCode Available	1
Encyclopedic VQA: Visual questions about detailed properties of fine-grained categories	Jun 15, 2023	Question AnsweringRetrieval	—Unverified	0
LVLM-eHub: A Comprehensive Evaluation Benchmark for Large Vision-Language Models	Jun 15, 2023	HallucinationImage Captioning	CodeCode Available	2
Improving Selective Visual Question Answering by Learning from Your Peers	Jun 14, 2023	Question AnsweringVisual Question 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