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Models/PLOP

PLOP

Reported on 27 benchmarks across 6 tasks · 1 paper · 21 SOTA

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

Methodology20 results

Continual LearningonPASCAL VOC 2012
Mean IoU (val)· 2020-11-23
70.09
best: 82.6 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Continual LearningonPASCAL VOC 2012
mIoU· 2020-11-23
54.64
best: 80.6 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Continual LearningonADE20K
mIoU· 2020-11-23
32.94
best: 45.7 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Continual LearningonADE20K
Mean IoU (test) · 2020-11-23
31.59
best: 44.5 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class Incremental LearningonPASCAL VOC 2012
Mean IoU (val)· 2020-11-23
70.09
best: 82.6 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2020-11-23
54.64
best: 80.6 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class Incremental LearningonADE20K
mIoU· 2020-11-23
32.94
best: 45.7 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class Incremental LearningonADE20K
Mean IoU (test) · 2020-11-23
31.59
best: 44.5 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Continual LearningonPASCAL VOC 2012
mIoU· 2020-11-23
30.45
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Continual LearningonPASCAL VOC 2012
mIoU· 2020-11-23
46.5
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Continual LearningonPASCAL VOC 2012
Mean IoU· 2020-11-23
64.3
best: 79 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Continual LearningonADE20K
mIoU· 2020-11-23
28.75
best: 45.7 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Continual LearningonPASCAL VOC 2012
mIoU· 2020-11-23
8.4
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Continual LearningonADE20K
mIoU· 2020-11-23
30.4
best: 45.7 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2020-11-23
30.45
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2020-11-23
46.5
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class Incremental LearningonPASCAL VOC 2012
Mean IoU· 2020-11-23
64.3
best: 79 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class Incremental LearningonADE20K
mIoU· 2020-11-23
28.75
best: 45.7 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2020-11-23
8.4
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class Incremental LearningonADE20K
mIoU· 2020-11-23
30.4
best: 45.7 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390

Audio14 results

2D Semantic SegmentationonPASCAL VOC 2012
mIoU· 2020-11-23
54.64
best: 80.6 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
10-shot image generationonPASCAL VOC 2012
Mean IoU (val)· 2020-11-23
70.09
best: 82.6 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
10-shot image generationonPASCAL VOC 2012
mIoU· 2020-11-23
54.64
best: 80.6 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
10-shot image generationonADE20K
mIoU· 2020-11-23
32.94
best: 45.7 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
10-shot image generationonADE20K
Mean IoU (test) · 2020-11-23
31.59
best: 44.5 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
2D Semantic SegmentationonPASCAL VOC 2012
mIoU· 2020-11-23
46.5
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
2D Semantic SegmentationonPASCAL VOC 2012
Mean IoU· 2020-11-23
64.3
best: 79 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
2D Semantic SegmentationonPASCAL VOC 2012
mIoU· 2020-11-23
8.4
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
10-shot image generationonPASCAL VOC 2012
mIoU· 2020-11-23
30.45
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
10-shot image generationonPASCAL VOC 2012
mIoU· 2020-11-23
46.5
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
10-shot image generationonPASCAL VOC 2012
Mean IoU· 2020-11-23
64.3
best: 79 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
10-shot image generationonADE20K
mIoU· 2020-11-23
28.75
best: 45.7 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
10-shot image generationonPASCAL VOC 2012
mIoU· 2020-11-23
8.4
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
10-shot image generationonADE20K
mIoU· 2020-11-23
30.4
best: 45.7 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390

Medical10 results

Semantic SegmentationonPASCAL VOC 2012
Mean IoU (val)· 2020-11-23
70.09
best: 82.6 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2020-11-23
54.64
best: 80.6 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Semantic SegmentationonADE20K
mIoU· 2020-11-23
32.94
best: 45.7 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Semantic SegmentationonADE20K
Mean IoU (test) · 2020-11-23
31.59
best: 44.5 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2020-11-23
30.45
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2020-11-23
46.5
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Semantic SegmentationonPASCAL VOC 2012
Mean IoU· 2020-11-23
64.3
best: 79 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Semantic SegmentationonADE20K
mIoU· 2020-11-23
28.75
best: 45.7 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2020-11-23
8.4
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Semantic SegmentationonADE20K
mIoU· 2020-11-23
30.4
best: 45.7 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390

Computer Vision10 results

Class-Incremental Semantic SegmentationonPASCAL VOC 2012
Mean IoU (val)· 2020-11-23
70.09
best: 82.6 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2020-11-23
54.64
best: 80.6 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class-Incremental Semantic SegmentationonADE20K
mIoU· 2020-11-23
32.94
best: 45.7 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class-Incremental Semantic SegmentationonADE20K
Mean IoU (test) · 2020-11-23
31.59
best: 44.5 (MBS)
SOTA
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2020-11-23
30.45
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2020-11-23
46.5
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
Mean IoU· 2020-11-23
64.3
best: 79 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class-Incremental Semantic SegmentationonADE20K
mIoU· 2020-11-23
28.75
best: 45.7 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2020-11-23
8.4
best: 80.6 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390
Class-Incremental Semantic SegmentationonADE20K
mIoU· 2020-11-23
30.4
best: 45.7 (MBS)
PLOP: Learning without Forgetting for Continual Semantic Segmentation arXiv:2011.11390