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Models/SATS

SATS

Reported on 20 benchmarks across 9 tasks · 1 paper

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

Methodology8 results

Continual LearningonPASCAL VOC 2012
mIoU· 2022-03-15
61.6
best: 80.6 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
Continual LearningonPASCAL VOC 2012
Mean IoU (val)· 2022-03-15
75.7
best: 82.6 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
Continual LearningonPASCAL VOC 2012
mIoU· 2022-03-15
74.48
best: 80.6 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
Continual LearningonPASCAL VOC 2012
Mean IoU (test)· 2022-03-15
67.36
best: 78.1 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2022-03-15
61.6
best: 80.6 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
Class Incremental LearningonPASCAL VOC 2012
Mean IoU (val)· 2022-03-15
75.7
best: 82.6 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2022-03-15
74.48
best: 80.6 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
Class Incremental LearningonPASCAL VOC 2012
Mean IoU (test)· 2022-03-15
67.36
best: 78.1 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667

Audio6 results

2D Semantic SegmentationonPASCAL VOC 2012
Mean IoU (test)· 2022-03-15
67.36
best: 78.1 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
2D Semantic SegmentationonPASCAL VOC 2012
mIoU· 2022-03-15
74.48
best: 80.6 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
10-shot image generationonPASCAL VOC 2012
mIoU· 2022-03-15
61.6
best: 80.6 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
10-shot image generationonPASCAL VOC 2012
Mean IoU (val)· 2022-03-15
75.7
best: 82.6 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
10-shot image generationonPASCAL VOC 2012
mIoU· 2022-03-15
74.48
best: 80.6 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
10-shot image generationonPASCAL VOC 2012
Mean IoU (test)· 2022-03-15
67.36
best: 78.1 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667

Computer Vision5 results

Continual Semantic SegmentationonPASCAL VOC 2012
Mean IoU (test)· 2022-03-15
67.36
best: 78.1 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2022-03-15
61.6
best: 80.6 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
Mean IoU (val)· 2022-03-15
75.7
best: 82.6 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2022-03-15
74.48
best: 80.6 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
Mean IoU (test)· 2022-03-15
67.36
best: 78.1 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667

Medical4 results

Semantic SegmentationonPASCAL VOC 2012
mIoU· 2022-03-15
61.6
best: 80.6 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
Semantic SegmentationonPASCAL VOC 2012
Mean IoU (val)· 2022-03-15
75.7
best: 82.6 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2022-03-15
74.48
best: 80.6 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667
Semantic SegmentationonPASCAL VOC 2012
Mean IoU (test)· 2022-03-15
67.36
best: 78.1 (MBS)
SATS: Self-Attention Transfer for Continual Semantic Segmentation arXiv:2203.07667

Natural Language Processing1 result

Text SimplificationonEurekaAlert
SARI
40.83

Knowledge Base1 result

Text SummarizationonEurekaAlert
Avg. Test Rouge1
34.24