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SotA/Audio/2D Semantic Segmentation/Visual Genome

2D Semantic Segmentation on Visual Genome

Metric: mR@20 (higher is better)

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Results

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