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Visual Question Answering

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Showing 581–590 of 2177 papers

Title	Date	Tasks	Status	Hype	Score
Multi-Agent VQA: Exploring Multi-Agent Foundation Models in Zero-Shot Visual Question Answering	Mar 21, 2024	object-detectionObject Detection	CodeCode Available	1	5
CaMML: Context-Aware Multimodal Learner for Large Models	Jan 6, 2024	Visual Question Answering	CodeCode Available	1	5
Inst-IT: Boosting Multimodal Instance Understanding via Explicit Visual Prompt Instruction Tuning	Dec 4, 2024	Multimodal Large Language ModelVideo Understanding	CodeCode Available	1	5
MultiChartQA: Benchmarking Vision-Language Models on Multi-Chart Problems	Oct 18, 2024	BenchmarkingQuestion Answering	CodeCode Available	1	5
Multimodal Co-Attention Transformer for Survival Prediction in Gigapixel Whole Slide Images	Jan 1, 2021	AttributeMultiple Instance Learning	CodeCode Available	1	5
How Much Can CLIP Benefit Vision-and-Language Tasks?	Jul 13, 2021	Question AnsweringVision and Language Navigation	CodeCode Available	1	5
A-OKVQA: A Benchmark for Visual Question Answering using World Knowledge	Jun 3, 2022	Question AnsweringVisual Question Answering	CodeCode Available	1	5
Hypergraph Transformer: Weakly-supervised Multi-hop Reasoning for Knowledge-based Visual Question Answering	Apr 22, 2022	Question AnsweringVisual Question Answering	CodeCode Available	1	5
Change Detection Meets Visual Question Answering	Dec 12, 2021	Answer GenerationChange Detection	CodeCode Available	1	5
Dynamic Multimodal Evaluation with Flexible Complexity by Vision-Language Bootstrapping	Oct 11, 2024	MMEQuestion 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