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Visual Question Answering

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Showing 171–180 of 2177 papers

Title	Date	Tasks	Status	Hype
LLaVA-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models	Mar 22, 2024	Language ModellingLarge Language Model	CodeCode Available	2
MedPromptX: Grounded Multimodal Prompting for Chest X-ray Diagnosis	Mar 22, 2024	Medical DiagnosisMedical Visual Question Answering	CodeCode Available	2
Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models	Mar 19, 2024	Instruction Followingvisual instruction following	CodeCode Available	2
VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning	Mar 19, 2024	BenchmarkingImage Captioning	CodeCode Available	2
Beyond Text: Frozen Large Language Models in Visual Signal Comprehension	Mar 12, 2024	DeblurringDecoder	CodeCode Available	2
CAT: Enhancing Multimodal Large Language Model to Answer Questions in Dynamic Audio-Visual Scenarios	Mar 7, 2024	Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA)	CodeCode Available	2
Are Language Models Puzzle Prodigies? Algorithmic Puzzles Unveil Serious Challenges in Multimodal Reasoning	Mar 6, 2024	Multimodal ReasoningQuestion Answering	CodeCode Available	2
Aligning Modalities in Vision Large Language Models via Preference Fine-tuning	Feb 18, 2024	HallucinationInstruction Following	CodeCode Available	2
CoLLaVO: Crayon Large Language and Vision mOdel	Feb 17, 2024	Large Language Modelmodel	CodeCode Available	2
GeReA: Question-Aware Prompt Captions for Knowledge-based Visual Question Answering	Feb 4, 2024	Language ModelingLanguage Modelling	CodeCode Available	2

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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