Visual Question Answering (VQA) on VQA v1 test-dev

Metric: Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	SAAA (ResNet)	64.5	No	Show, Ask, Attend, and Answer: A Strong Baseline...	2017-04-11	Code
2	DAN (ResNet)	64.3	No	Dual Attention Networks for Multimodal Reasoning...	2016-11-02	Code
3	MCB (ResNet)	64.2	No	Multimodal Compact Bilinear Pooling for Visual Q...	2016-06-06	Code
4	RAU (ResNet)	63.3	No	Training Recurrent Answering Units with Joint Lo...	2016-06-12	-
5	HieCoAtt (ResNet)	61.8	No	Hierarchical Question-Image Co-Attention for Vis...	2016-05-31	Code
6	DMN+	60.3	No	Dynamic Memory Networks for Visual and Textual Q...	2016-03-04	Code
7	NMN+LSTM+FT	58.6	No	Neural Module Networks	2015-11-09	Code

#1SAAA (ResNet)SOTA
64.5
Accuracy· 2017-04-11
Show, Ask, Attend, and Answer: A Strong Baseline For Visual Question Answering Code
#2DAN (ResNet)SOTA
64.3
Accuracy· 2016-11-02
Dual Attention Networks for Multimodal Reasoning and Matching Code
#3MCB (ResNet)SOTA
64.2
Accuracy· 2016-06-06
Multimodal Compact Bilinear Pooling for Visual Question Answering and Visual Grounding Code
#4RAU (ResNet)
63.3
Accuracy· 2016-06-12
Training Recurrent Answering Units with Joint Loss Minimization for VQA
#5HieCoAtt (ResNet)SOTA
61.8
Accuracy· 2016-05-31
Hierarchical Question-Image Co-Attention for Visual Question Answering Code
#6DMN+SOTA
60.3
Accuracy· 2016-03-04
Dynamic Memory Networks for Visual and Textual Question Answering Code
#7NMN+LSTM+FTSOTA
58.6
Accuracy· 2015-11-09
Neural Module Networks Code