Visual Question Answering (VQA) on VQA-CP

10개 결과 · ⬇ CSV · JSON

Score

Rank	Model	Score	Extra Training Data	Paper	Code	Year
1	CSS	58.95	✓	Counterfactual Samples Synthesizing for Robust Visual Question Answering	yanxinzju/CSS-VQA · FengSuSky/CCB-VQA	2020
2	GGE-DQ	57.32		Greedy Gradient Ensemble for Robust Visual Question Answering	GeraldHan/GGE	2021
3	LMH+Entropy regularization (Ensemble)	56.74		Removing Bias in Multi-modal Classifiers: Regularization by Maximizing Functional Entropies	itaigat/removing-bias-in-multi-modal-classifiers	2020
4	LMH+Entropy regularization	54.55		Removing Bias in Multi-modal Classifiers: Regularization by Maximizing Functional Entropies	itaigat/removing-bias-in-multi-modal-classifiers	2020
5	Learned-Mixin +H	52.05		Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases	chrisc36/debias · itaigat/removing-bias-in-multi-modal-classifiers · chrisc36/bottom-up-attention-vqa	2019
6	UpDn+SCR (VQA-X)	49.45		Self-Critical Reasoning for Robust Visual Question Answering	jialinwu17/Self_Critical_VQA	2019
7	RUBi	47.11		RUBi: Reducing Unimodal Biases in Visual Question Answering	cdancette/rubi.bootstrap.pytorch	2019
8	NSM	45.8		Learning by Abstraction: The Neural State Machine	stanfordnlp/mac-network · ceyzaguirre4/NSM · abwilf/social-iq-2.0-challenge · +1	2019
9	MuRel	39.54		MUREL: Multimodal Relational Reasoning for Visual Question Answering	Cadene/murel.bootstrap.pytorch	2019
10	HAN	28.65		Learning Visual Question Answering by Bootstrapping Hard Attention	lienchibao1998/new	2018