Visual Question Answering (VQA) on VQA-CP

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#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	CSS	58.95	Yes	Counterfactual Samples Synthesizing for Robust V...	2020-03-14	Code
2	GGE-DQ	57.32	No	Greedy Gradient Ensemble for Robust Visual Quest...	2021-07-27	Code
3	LMH+Entropy regularization (Ensemble)	56.74	No	Removing Bias in Multi-modal Classifiers: Regula...	2020-10-21	Code
4	LMH+Entropy regularization	54.55	No	Removing Bias in Multi-modal Classifiers: Regula...	2020-10-21	Code
5	Learned-Mixin +H	52.05	No	Don't Take the Easy Way Out: Ensemble Based Meth...	2019-09-09	Code
6	UpDn+SCR (VQA-X)	49.45	No	Self-Critical Reasoning for Robust Visual Questi...	2019-05-24	Code
7	RUBi	47.11	No	RUBi: Reducing Unimodal Biases in Visual Questio...	2019-06-24	Code
8	NSM	45.8	No	Learning by Abstraction: The Neural State Machine	2019-07-09	Code
9	MuRel	39.54	No	MUREL: Multimodal Relational Reasoning for Visua...	2019-02-25	Code
10	HAN	28.65	No	Learning Visual Question Answering by Bootstrapp...	2018-08-01	Code

#1CSSSOTA
58.95
Score· Extra Data· 2020-03-14
Counterfactual Samples Synthesizing for Robust Visual Question Answering Code
#2GGE-DQ
57.32
Score· 2021-07-27
Greedy Gradient Ensemble for Robust Visual Question Answering Code
#3LMH+Entropy regularization (Ensemble)
56.74
Score· 2020-10-21
Removing Bias in Multi-modal Classifiers: Regularization by Maximizing Functional Entropies Code
#4LMH+Entropy regularization
54.55
Score· 2020-10-21
Removing Bias in Multi-modal Classifiers: Regularization by Maximizing Functional Entropies Code
#5Learned-Mixin +HSOTA
52.05
Score· 2019-09-09
Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases Code
#6UpDn+SCR (VQA-X)SOTA
49.45
Score· 2019-05-24
Self-Critical Reasoning for Robust Visual Question Answering Code
#7RUBi
47.11
Score· 2019-06-24
RUBi: Reducing Unimodal Biases in Visual Question Answering Code
#8NSM
45.8
Score· 2019-07-09
Learning by Abstraction: The Neural State Machine Code
#9MuRelSOTA
39.54
Score· 2019-02-25
MUREL: Multimodal Relational Reasoning for Visual Question Answering Code
#10HANSOTA
28.65
Score· 2018-08-01
Learning Visual Question Answering by Bootstrapping Hard Attention Code