2D Semantic Segmentation on Visual Genome

Metric: ng-mR@20 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	ng-mR@20▼	Extra Data	Paper	Date↕	Code
1	IETrans (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	36	No	Fine-Grained Scene Graph Generation with Data Tr...	2022-03-22	Code
2	DPL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	31.3	No	Semantic Diversity-aware Prototype-based Learnin...	2024-07-22	Code
3	DLFE (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	30	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
4	DLFE (VCTree-ResNeXt-101-FPN backbone; PredCls mode)	29.1	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
5	PCPL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	25.6	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
6	PCPL (VCTree-ResNeXt-101-FPN backbone; PredCls mode)	25.1	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
7	IETrans (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)	21.8	No	Fine-Grained Scene Graph Generation with Data Tr...	2022-03-22	Code
8	DLFE (VCTree-ResNeXt-101-FPN backbone; SGCls mode)	21.6	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
9	TDE (VCTree-ResNeXt-101-FPN backbone; PredCls mode)	20.9	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code
10	TDE (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	18.7	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code
11	DPL (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)	18.5	No	Semantic Diversity-aware Prototype-based Learnin...	2024-07-22	Code
12	DLFE (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)	17.6	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
13	PCPL (VCTree-ResNeXt-101-FPN backbone; SGCls mode)	17.2	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
14	IETrans (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)	13.4	No	Fine-Grained Scene Graph Generation with Data Tr...	2022-03-22	Code
15	PCPL (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)	13.1	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
16	TDE (VCTree-ResNeXt-101-FPN backbone; SGCls mode)	12.4	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code
17	DLFE (VCTree-ResNeXt-101-FPN backbone; SGDet mode)	11.8	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
18	DLFE (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)	11.7	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
19	TDE (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)	10.7	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code
20	DPL (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)	10	No	Semantic Diversity-aware Prototype-based Learnin...	2024-07-22	Code
21	PCPL (VCTree-ResNeXt-101-FPN backbone; SGDet mode)	9.9	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
22	PCPL (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)	9.8	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
23	TDE (VCTree-ResNeXt-101-FPN backbone; SGDet mode)	7.8	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code
24	TDE (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)	7.4	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code

#1IETrans (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)SOTA
36
ng-mR@20· 2022-03-22
Fine-Grained Scene Graph Generation with Data Transfer Code
#2DPL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)
31.3
ng-mR@20· 2024-07-22
Semantic Diversity-aware Prototype-based Learning for Unbiased Scene Graph Generation Code
#3DLFE (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)SOTA
30
ng-mR@20· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#4DLFE (VCTree-ResNeXt-101-FPN backbone; PredCls mode)
29.1
ng-mR@20· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#5PCPL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)SOTA
25.6
ng-mR@20· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#6PCPL (VCTree-ResNeXt-101-FPN backbone; PredCls mode)
25.1
ng-mR@20· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#7IETrans (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)
21.8
ng-mR@20· 2022-03-22
Fine-Grained Scene Graph Generation with Data Transfer Code
#8DLFE (VCTree-ResNeXt-101-FPN backbone; SGCls mode)
21.6
ng-mR@20· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#9TDE (VCTree-ResNeXt-101-FPN backbone; PredCls mode)SOTA
20.9
ng-mR@20· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code
#10TDE (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)
18.7
ng-mR@20· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code
#11DPL (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)
18.5
ng-mR@20· 2024-07-22
Semantic Diversity-aware Prototype-based Learning for Unbiased Scene Graph Generation Code
#12DLFE (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)
17.6
ng-mR@20· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#13PCPL (VCTree-ResNeXt-101-FPN backbone; SGCls mode)
17.2
ng-mR@20· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#14IETrans (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)
13.4
ng-mR@20· 2022-03-22
Fine-Grained Scene Graph Generation with Data Transfer Code
#15PCPL (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)
13.1
ng-mR@20· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#16TDE (VCTree-ResNeXt-101-FPN backbone; SGCls mode)
12.4
ng-mR@20· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code
#17DLFE (VCTree-ResNeXt-101-FPN backbone; SGDet mode)
11.8
ng-mR@20· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#18DLFE (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)
11.7
ng-mR@20· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#19TDE (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)
10.7
ng-mR@20· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code
#20DPL (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)
10
ng-mR@20· 2024-07-22
Semantic Diversity-aware Prototype-based Learning for Unbiased Scene Graph Generation Code
#21PCPL (VCTree-ResNeXt-101-FPN backbone; SGDet mode)
9.9
ng-mR@20· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#22PCPL (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)
9.8
ng-mR@20· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#23TDE (VCTree-ResNeXt-101-FPN backbone; SGDet mode)
7.8
ng-mR@20· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code
#24TDE (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)
7.4
ng-mR@20· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code