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Visual Question Answering

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Showing 1711–1720 of 2177 papers

Title	Date	Tasks	Status	Hype
Learning to Model and Ignore Dataset Bias with Mixed Capacity Ensembles	Nov 7, 2020	Natural Language InferenceQuestion Answering	CodeCode Available	0
Disentangling 3D Prototypical Networks For Few-Shot Concept Learning	Nov 6, 2020	3D geometry3D Object Detection	CodeCode Available	1
An Improved Attention for Visual Question Answering	Nov 4, 2020	DecoderQuestion Answering	CodeCode Available	0
Reasoning Over History: Context Aware Visual Dialog	Nov 2, 2020	coreference-resolutionCoreference Resolution	—Unverified	0
Representation, Learning and Reasoning on Spatial Language for Downstream NLP Tasks	Nov 1, 2020	Common Sense ReasoningQuestion Answering	—Unverified	0
Can Pre-training help VQA with Lexical Variations?	Nov 1, 2020	Question AnsweringVisual Question Answering	—Unverified	0
ConceptBert: Concept-Aware Representation for Visual Question Answering	Nov 1, 2020	Common Sense ReasoningQuestion Answering	CodeCode Available	1
CapWAP: Image Captioning with a Purpose	Nov 1, 2020	Image CaptioningQuestion Answering	—Unverified	0
ISAAQ - Mastering Textbook Questions with Pre-trained Transformers and Bottom-Up and Top-Down Attention	Nov 1, 2020	Multiple-choiceQuestion Answering	—Unverified	0
Learning to Contrast the Counterfactual Samples for Robust Visual Question Answering	Nov 1, 2020	Contrastive Learningcounterfactual	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