Scene Graph Generation on Visual Genome

Metric: F@100 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	F@100▼	Extra Data	Paper	Date↕	Code
1	DPL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	44.9	No	Semantic Diversity-aware Prototype-based Learnin...	2024-07-22	Code
2	IETrans (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	44.1	No	Fine-Grained Scene Graph Generation with Data Tr...	2022-03-22	Code
3	DLFE (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	37.6	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
4	TDE (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	37.2	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code
5	TDE (VCTree-ResNeXt-101-FPN backbone; PredCls mode)	36.9	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code
6	DLFE (VCTree-ResNeXt-101-FPN backbone; PredCls mode)	36	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
7	CogTree (VCTree-ResNeXt-101-FPN backbone; PredCls mode)	35.9	No	CogTree: Cognition Tree Loss for Unbiased Scene ...	2020-09-16	Code
8	PCPL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	35.7	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
9	PCPL (VCTree-ResNeXt-101-FPN backbone; PredCls mode)	34.6	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
10	CogTree (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)	32.4	No	CogTree: Cognition Tree Loss for Unbiased Scene ...	2020-09-16	Code
11	IETrans (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)	26	No	Fine-Grained Scene Graph Generation with Data Tr...	2022-03-22	Code
12	DPL (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)	25.2	No	Semantic Diversity-aware Prototype-based Learnin...	2024-07-22	Code
13	PCPL (VCTree-ResNeXt-101-FPN backbone; SGCls mode)	23.2	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
14	IETrans (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)	21.7	No	Fine-Grained Scene Graph Generation with Data Tr...	2022-03-22	Code
15	DLFE (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)	21.5	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
16	DPL (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)	20.2	No	Semantic Diversity-aware Prototype-based Learnin...	2024-07-22	Code
17	TDE (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)	19.9	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code
18	PCPL (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)	18.8	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
19	DLFE (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)	18.8	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
20	TDE (VCTree-ResNeXt-101-FPN backbone; SGCls mode)	18.6	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code
21	DLFE (VCTree-ResNeXt-101-FPN backbone; SGDet mode)	18.1	No	Recovering the Unbiased Scene Graphs from the Bi...	2021-07-05	Code
22	PCPL (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)	18	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
23	PCPL (VCTree-ResNeXt-101-FPN backbone; SGDet mode)	17.8	No	PCPL: Predicate-Correlation Perception Learning ...	2020-09-02	Code
24	TDE (VCTree-ResNeXt-101-FPN backbone; SGDet mode)	15.1	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code
25	TDE (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)	13.2	No	Unbiased Scene Graph Generation from Biased Trai...	2020-02-27	Code

#1DPL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)SOTA
44.9
F@100· 2024-07-22
Semantic Diversity-aware Prototype-based Learning for Unbiased Scene Graph Generation Code
#2IETrans (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)SOTA
44.1
F@100· 2022-03-22
Fine-Grained Scene Graph Generation with Data Transfer Code
#3DLFE (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)SOTA
37.6
F@100· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#4TDE (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)SOTA
37.2
F@100· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code
#5TDE (VCTree-ResNeXt-101-FPN backbone; PredCls mode)
36.9
F@100· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code
#6DLFE (VCTree-ResNeXt-101-FPN backbone; PredCls mode)
36
F@100· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#7CogTree (VCTree-ResNeXt-101-FPN backbone; PredCls mode)
35.9
F@100· 2020-09-16
CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation Code
#8PCPL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)
35.7
F@100· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#9PCPL (VCTree-ResNeXt-101-FPN backbone; PredCls mode)
34.6
F@100· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#10CogTree (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)
32.4
F@100· 2020-09-16
CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation Code
#11IETrans (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)
26
F@100· 2022-03-22
Fine-Grained Scene Graph Generation with Data Transfer Code
#12DPL (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)
25.2
F@100· 2024-07-22
Semantic Diversity-aware Prototype-based Learning for Unbiased Scene Graph Generation Code
#13PCPL (VCTree-ResNeXt-101-FPN backbone; SGCls mode)
23.2
F@100· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#14IETrans (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)
21.7
F@100· 2022-03-22
Fine-Grained Scene Graph Generation with Data Transfer Code
#15DLFE (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)
21.5
F@100· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#16DPL (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)
20.2
F@100· 2024-07-22
Semantic Diversity-aware Prototype-based Learning for Unbiased Scene Graph Generation Code
#17TDE (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)
19.9
F@100· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code
#18PCPL (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)
18.8
F@100· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#19DLFE (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)
18.8
F@100· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#20TDE (VCTree-ResNeXt-101-FPN backbone; SGCls mode)
18.6
F@100· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code
#21DLFE (VCTree-ResNeXt-101-FPN backbone; SGDet mode)
18.1
F@100· 2021-07-05
Recovering the Unbiased Scene Graphs from the Biased Ones Code
#22PCPL (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)
18
F@100· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#23PCPL (VCTree-ResNeXt-101-FPN backbone; SGDet mode)
17.8
F@100· 2020-09-02
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Code
#24TDE (VCTree-ResNeXt-101-FPN backbone; SGDet mode)
15.1
F@100· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code
#25TDE (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)
13.2
F@100· 2020-02-27
Unbiased Scene Graph Generation from Biased Training Code