Scene Understanding on VRD Relationship Detection

Metric: R@50 (higher is better)

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#	Model↕	R@50▼	Extra Data	Paper	Date↕	Code
1	Yu et. al [[Yu et al.2017a]]	22.68	No	Visual Relationship Detection with Internal and ...	2017-07-28	-
2	BLOCK	19.06	No	BLOCK: Bilinear Superdiagonal Fusion for Visual ...	2019-01-31	Code
3	vrd-dsr	19.03	No	-	-	Code
4	Liang et. al [[Liang, Lee, and Xing2017]]	18.19	No	Deep Variation-structured Reinforcement Learning...	2017-03-08	Code
5	Dai et. al [[Dai, Zhang, and Lin2017]]	17.73	No	Detecting Visual Relationships with Deep Relatio...	2017-04-11	Code
6	Peyre et. al [[Peyre et al.2017]]	15.8	No	Weakly-supervised learning of visual relations	2017-07-29	-
7	Zhang et. al [[Hanwang Zhang2017]]	14.07	No	Visual Translation Embedding Network for Visual ...	2017-02-27	Code
8	Lu et. al [[Lu et al.2016]]	13.86	No	Visual Relationship Detection with Language Priors	2016-07-31	-

#1Yu et. al [[Yu et al.2017a]]SOTA
22.68
R@50· 2017-07-28
Visual Relationship Detection with Internal and External Linguistic Knowledge Distillation
#2BLOCK
19.06
R@50· 2019-01-31
BLOCK: Bilinear Superdiagonal Fusion for Visual Question Answering and Visual Relationship Detection Code
#3vrd-dsr
19.03
R@50
No paperCode
#4Liang et. al [[Liang, Lee, and Xing2017]]SOTA
18.19
R@50· 2017-03-08
Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute Detection Code
#5Dai et. al [[Dai, Zhang, and Lin2017]]
17.73
R@50· 2017-04-11
Detecting Visual Relationships with Deep Relational Networks Code
#6Peyre et. al [[Peyre et al.2017]]
15.8
R@50· 2017-07-29
Weakly-supervised learning of visual relations
#7Zhang et. al [[Hanwang Zhang2017]]SOTA
14.07
R@50· 2017-02-27
Visual Translation Embedding Network for Visual Relation Detection Code
#8Lu et. al [[Lu et al.2016]]SOTA
13.86
R@50· 2016-07-31
Visual Relationship Detection with Language Priors