2D Semantic Segmentation on Visual Genome

Metric: mR@20 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	mR@20▼	Extra Data	Paper	Date↕	Code
1	SHA-GCL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	35.6	No	Stacked Hybrid-Attention and Group Collaborative...	2022-03-18	Code
2	IETrans (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	28.9	No	Fine-Grained Scene Graph Generation with Data Tr...	2022-03-22	Code
3	DPL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	26.2	No	Semantic Diversity-aware Prototype-based Learnin...	2024-07-22	Code
4	DLFE (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	22.1	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
5	CogTree (VCTree-ResNeXt-101-FPN backbone; PredCls mode)	22	No	CogTree: Cognition Tree Loss for Unbiased Scene ...	2020-09-16	Code
6	CogTree (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	20.9	No	CogTree: Cognition Tree Loss for Unbiased Scene ...	2020-09-16	Code
7	DLFE (VCTree-ResNeXt-101-FPN backbone; PredCls mode)	20.8	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
8	PCPL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	19.3	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
9	TDE (VCTree-ResNeXt-101-FPN backbone; PredCls mode)	19.2	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code
10	PCPL (VCTree-ResNeXt-101-FPN backbone; PredCls mode)	18.7	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
11	IETrans (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)	17.5	No	Fine-Grained Scene Graph Generation with Data Tr...	2022-03-22	Code
12	TDE (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	17.4	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code
13	DLFE (VCTree-ResNeXt-101-FPN backbone; SGCls mode)	15.8	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
14	CogTree (VCTree-ResNeXt-101-FPN backbone; SGCls mode)	15.4	No	CogTree: Cognition Tree Loss for Unbiased Scene ...	2020-09-16	Code
15	DPL (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)	14.1	No	Semantic Diversity-aware Prototype-based Learnin...	2024-07-22	Code
16	DLFE (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)	12.8	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
17	PCPL (VCTree-ResNeXt-101-FPN backbone; SGCls mode)	12.7	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
18	CogTree (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)	12.1	No	CogTree: Cognition Tree Loss for Unbiased Scene ...	2020-09-16	Code
19	TDE (VCTree-ResNeXt-101-FPN backbone; SGCls mode)	11.2	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code
20	IETrans (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)	10.9	No	Fine-Grained Scene Graph Generation with Data Tr...	2022-03-22	Code
21	PCPL (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)	9.9	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
22	TDE (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)	9.9	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code
23	TDE (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)	9.7	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code
24	DPL (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)	9.4	No	Semantic Diversity-aware Prototype-based Learnin...	2024-07-22	Code
25	DLFE (VCTree-ResNeXt-101-FPN backbone; SGDet mode)	8.6	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
26	DLFE (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)	8.6	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
27	PCPL (VCTree-ResNeXt-101-FPN backbone; SGDet mode)	8.1	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
28	PCPL (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)	8	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
29	CogTree (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)	7.9	No	CogTree: Cognition Tree Loss for Unbiased Scene ...	2020-09-16	Code
30	CogTree (VCTree-ResNeXt-101-FPN backbone; SGDet mode)	7.8	No	CogTree: Cognition Tree Loss for Unbiased Scene ...	2020-09-16	Code
31	TDE (VCTree-ResNeXt-101-FPN backbone; SGDet mode)	6.8	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code

#1SHA-GCL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)SOTA
35.6
mR@20· 2022-03-18
Stacked Hybrid-Attention and Group Collaborative Learning for Unbiased Scene Graph Generation Code
#2IETrans (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)
28.9
mR@20· 2022-03-22
Fine-Grained Scene Graph Generation with Data Transfer Code
#3DPL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)
26.2
mR@20· 2024-07-22
Semantic Diversity-aware Prototype-based Learning for Unbiased Scene Graph Generation Code
#4DLFE (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)SOTA
22.1
mR@20· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#5CogTree (VCTree-ResNeXt-101-FPN backbone; PredCls mode)SOTA
22
mR@20· 2020-09-16
CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation Code
#6CogTree (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)
20.9
mR@20· 2020-09-16
CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation Code
#7DLFE (VCTree-ResNeXt-101-FPN backbone; PredCls mode)
20.8
mR@20· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#8PCPL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)SOTA
19.3
mR@20· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#9TDE (VCTree-ResNeXt-101-FPN backbone; PredCls mode)SOTA
19.2
mR@20· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code
#10PCPL (VCTree-ResNeXt-101-FPN backbone; PredCls mode)
18.7
mR@20· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#11IETrans (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)
17.5
mR@20· 2022-03-22
Fine-Grained Scene Graph Generation with Data Transfer Code
#12TDE (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)
17.4
mR@20· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code
#13DLFE (VCTree-ResNeXt-101-FPN backbone; SGCls mode)
15.8
mR@20· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#14CogTree (VCTree-ResNeXt-101-FPN backbone; SGCls mode)
15.4
mR@20· 2020-09-16
CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation Code
#15DPL (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)
14.1
mR@20· 2024-07-22
Semantic Diversity-aware Prototype-based Learning for Unbiased Scene Graph Generation Code
#16DLFE (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)
12.8
mR@20· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#17PCPL (VCTree-ResNeXt-101-FPN backbone; SGCls mode)
12.7
mR@20· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#18CogTree (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)
12.1
mR@20· 2020-09-16
CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation Code
#19TDE (VCTree-ResNeXt-101-FPN backbone; SGCls mode)
11.2
mR@20· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code
#20IETrans (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)
10.9
mR@20· 2022-03-22
Fine-Grained Scene Graph Generation with Data Transfer Code
#21PCPL (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)
9.9
mR@20· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#22TDE (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)
9.9
mR@20· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code
#23TDE (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)
9.7
mR@20· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code
#24DPL (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)
9.4
mR@20· 2024-07-22
Semantic Diversity-aware Prototype-based Learning for Unbiased Scene Graph Generation Code
#25DLFE (VCTree-ResNeXt-101-FPN backbone; SGDet mode)
8.6
mR@20· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#26DLFE (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)
8.6
mR@20· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#27PCPL (VCTree-ResNeXt-101-FPN backbone; SGDet mode)
8.1
mR@20· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#28PCPL (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)
8
mR@20· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#29CogTree (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)
7.9
mR@20· 2020-09-16
CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation Code
#30CogTree (VCTree-ResNeXt-101-FPN backbone; SGDet mode)
7.8
mR@20· 2020-09-16
CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation Code
#31TDE (VCTree-ResNeXt-101-FPN backbone; SGDet mode)
6.8
mR@20· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code