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Visual Question Answering

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Showing 1441–1450 of 2177 papers

Title	Date	Tasks	Status	Hype
A Stitch in Time Saves Nine: A Train-Time Regularizing Loss for Improved Neural Network Calibration	Mar 25, 2022	image-classificationImage Classification	CodeCode Available	1
Bilaterally Slimmable Transformer for Elastic and Efficient Visual Question Answering	Mar 24, 2022	GPUQuestion Answering	CodeCode Available	0
Towards Escaping from Language Bias and OCR Error: Semantics-Centered Text Visual Question Answering	Mar 24, 2022	Optical Character RecognitionOptical Character Recognition (OCR)	—Unverified	0
MuKEA: Multimodal Knowledge Extraction and Accumulation for Knowledge-based Visual Question Answering	Mar 17, 2022	Implicit RelationsQuestion Answering	CodeCode Available	1
Can you even tell left from right? Presenting a new challenge for VQA	Mar 15, 2022	Question AnsweringVisual Question Answering	—Unverified	0
CLIP Models are Few-shot Learners: Empirical Studies on VQA and Visual Entailment	Mar 14, 2022	parameter-efficient fine-tuningQuestion Answering	—Unverified	0
Enabling Multimodal Generation on CLIP via Vision-Language Knowledge Distillation	Mar 12, 2022	Image CaptioningKnowledge Distillation	—Unverified	0
Barlow constrained optimization for Visual Question Answering	Mar 7, 2022	Question AnsweringVisual Question Answering	CodeCode Available	0
Dynamic Key-value Memory Enhanced Multi-step Graph Reasoning for Knowledge-based Visual Question Answering	Mar 6, 2022	Graph AttentionQuestion Answering	CodeCode Available	0
Modeling Coreference Relations in Visual Dialog	Mar 6, 2022	Question AnsweringVisual Dialog	—Unverified	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