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Models/SpeaQ (with reweighting)

SpeaQ (with reweighting)

Reported on 18 benchmarks across 3 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision12 results

Scene ParsingonVisual Genome
R@100· 2024-03-26
35.5
best: 66.3 (PEVL)
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709
Scene ParsingonVisual Genome
Recall@100· 2024-03-26
35.5
best: 36 (SpeaQ (without reweighting))
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709
Scene ParsingonVisual Genome
Recall@50· 2024-03-26
32.1
best: 32.9 (SpeaQ (without reweighting))
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709
Scene ParsingonVisual Genome
mR@100· 2024-03-26
17.6
best: 23.5 (PEVL)
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709
Scene ParsingonVisual Genome
mR@50· 2024-03-26
15.1
best: 21.7 (PEVL)
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709
Scene ParsingonVisual Genome
mean Recall @100· 2024-03-26
17.6
best: 19.2 (ADTrans)
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709
Scene Graph GenerationonVisual Genome
R@100· 2024-03-26
35.5
best: 39.12 (ExpressiveSGG)
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709
Scene Graph GenerationonVisual Genome
Recall@100· 2024-03-26
35.5
best: 36 (SpeaQ (without reweighting))
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709
Scene Graph GenerationonVisual Genome
Recall@50· 2024-03-26
32.1
best: 32.9 (SpeaQ (without reweighting))
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709
Scene Graph GenerationonVisual Genome
mR@100· 2024-03-26
17.6
best: 19.2 (ADTrans)
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709
Scene Graph GenerationonVisual Genome
mR@50· 2024-03-26
15.1
best: 15.8 (ADTrans)
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709
Scene Graph GenerationonVisual Genome
mean Recall @100· 2024-03-26
17.6
best: 19.2 (ADTrans)
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709

Audio6 results

2D Semantic SegmentationonVisual Genome
R@100· 2024-03-26
35.5
best: 66.3 (PEVL)
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709
2D Semantic SegmentationonVisual Genome
Recall@100· 2024-03-26
35.5
best: 36 (SpeaQ (without reweighting))
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709
2D Semantic SegmentationonVisual Genome
Recall@50· 2024-03-26
32.1
best: 32.9 (SpeaQ (without reweighting))
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709
2D Semantic SegmentationonVisual Genome
mR@100· 2024-03-26
17.6
best: 23.5 (PEVL)
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709
2D Semantic SegmentationonVisual Genome
mR@50· 2024-03-26
15.1
best: 21.7 (PEVL)
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709
2D Semantic SegmentationonVisual Genome
mean Recall @100· 2024-03-26
17.6
best: 19.2 (ADTrans)
Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection arXiv:2403.17709