Scene Parsing on Visual Genome

Metric: Recall@50 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Recall@50▼	Extra Data	Paper	Date↕	Code
1	SpeaQ (without reweighting)	32.9	No	Groupwise Query Specialization and Quality-Aware...	2024-03-26	Code
2	SpeaQ (with reweighting)	32.1	No	Groupwise Query Specialization and Quality-Aware...	2024-03-26	Code
3	Causal-TDE	31.93	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code
4	SG-EBM	31.74	No	Energy-Based Learning for Scene Graph Generation	2021-03-03	Code
5	GPS-Net	28.9	No	GPS-Net: Graph Property Sensing Network for Scen...	2020-03-29	Code
6	LOGIN	28.2	No	Tackling the Challenges in Scene Graph Generatio...	2021-06-16	Code
7	VCTree	27.9	No	Learning to Compose Dynamic Tree Structures for ...	2018-12-05	Code
8	NODIS	27.7	No	NODIS: Neural Ordinary Differential Scene Unders...	2020-01-14	Code
9	KERN	27.1	No	Knowledge-Embedded Routing Network for Scene Gra...	2019-03-08	Code
10	DLFE	25.4	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
11	IETrans	23.5	No	Fine-Grained Scene Graph Generation with Data Tr...	2022-03-22	Code
12	ADTrans	23	No	Panoptic Scene Graph Generation with Semantics-P...	2023-07-28	Code
13	Graph-RCNN	11.4	No	Graph R-CNN for Scene Graph Generation	2018-08-01	Code
14	MSDN	10.72	No	Scene Graph Generation from Objects, Phrases and...	2017-07-31	Code

#1SpeaQ (without reweighting)SOTA
32.9
Recall@50· 2024-03-26
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection Code
#2SpeaQ (with reweighting)
32.1
Recall@50· 2024-03-26
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection Code
#3Causal-TDESOTA
31.93
Recall@50· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code
#4SG-EBM
31.74
Recall@50· 2021-03-03
Energy-Based Learning for Scene Graph Generation Code
#5GPS-Net
28.9
Recall@50· 2020-03-29
GPS-Net: Graph Property Sensing Network for Scene Graph Generation Code
#6LOGIN
28.2
Recall@50· 2021-06-16
Tackling the Challenges in Scene Graph Generation with Local-to-Global Interactions Code
#7VCTreeSOTA
27.9
Recall@50· 2018-12-05
Learning to Compose Dynamic Tree Structures for Visual Contexts Code
#8NODIS
27.7
Recall@50· 2020-01-14
NODIS: Neural Ordinary Differential Scene Understanding Code
#9KERN
27.1
Recall@50· 2019-03-08
Knowledge-Embedded Routing Network for Scene Graph Generation Code
#10DLFE
25.4
Recall@50· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#11IETrans
23.5
Recall@50· 2022-03-22
Fine-Grained Scene Graph Generation with Data Transfer Code
#12ADTrans
23
Recall@50· 2023-07-28
Panoptic Scene Graph Generation with Semantics-Prototype Learning Code
#13Graph-RCNNSOTA
11.4
Recall@50· 2018-08-01
Graph R-CNN for Scene Graph Generation Code
#14MSDNSOTA
10.72
Recall@50· 2017-07-31
Scene Graph Generation from Objects, Phrases and Region Captions Code