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Models/ILT

ILT

Reported on 22 benchmarks across 6 tasks · 1 paper · 18 SOTA

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

Methodology14 results

Continual LearningonPASCAL VOC 2012
Mean IoU (val)· 2019-07-31
61.3
best: 82.6 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Continual LearningonPASCAL VOC 2012
mIoU· 2019-07-31
9.2
best: 80.6 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Continual LearningonPASCAL VOC 2012
Mean IoU· 2019-07-31
58.9
best: 79 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Continual LearningonADE20K
mIoU· 2019-07-31
0.5
best: 45.7 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Class Incremental LearningonPASCAL VOC 2012
Mean IoU (val)· 2019-07-31
61.3
best: 82.6 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2019-07-31
9.2
best: 80.6 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Class Incremental LearningonPASCAL VOC 2012
Mean IoU· 2019-07-31
58.9
best: 79 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Class Incremental LearningonADE20K
mIoU· 2019-07-31
0.5
best: 45.7 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Continual LearningonPASCAL VOC 2012
mIoU· 2019-07-31
5.5
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Continual LearningonPASCAL VOC 2012
mIoU· 2019-07-31
7.9
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Continual LearningonPASCAL VOC 2012
mIoU· 2019-07-31
5.4
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2019-07-31
5.5
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2019-07-31
7.9
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2019-07-31
5.4
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372

Audio11 results

2D Semantic SegmentationonPASCAL VOC 2012
mIoU· 2019-07-31
9.2
best: 80.6 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
2D Semantic SegmentationonPASCAL VOC 2012
Mean IoU· 2019-07-31
58.9
best: 79 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
10-shot image generationonPASCAL VOC 2012
Mean IoU (val)· 2019-07-31
61.3
best: 82.6 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
10-shot image generationonPASCAL VOC 2012
mIoU· 2019-07-31
9.2
best: 80.6 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
2D Semantic SegmentationonPASCAL VOC 2012
mIoU· 2019-07-31
7.9
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
2D Semantic SegmentationonPASCAL VOC 2012
mIoU· 2019-07-31
5.4
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
10-shot image generationonPASCAL VOC 2012
mIoU· 2019-07-31
5.5
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
10-shot image generationonPASCAL VOC 2012
mIoU· 2019-07-31
7.9
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
10-shot image generationonPASCAL VOC 2012
Mean IoU· 2019-07-31
58.9
best: 79 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
10-shot image generationonADE20K
mIoU· 2019-07-31
0.5
best: 45.7 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
10-shot image generationonPASCAL VOC 2012
mIoU· 2019-07-31
5.4
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372

Medical7 results

Semantic SegmentationonPASCAL VOC 2012
Mean IoU (val)· 2019-07-31
61.3
best: 82.6 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2019-07-31
9.2
best: 80.6 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2019-07-31
5.5
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2019-07-31
7.9
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Semantic SegmentationonPASCAL VOC 2012
Mean IoU· 2019-07-31
58.9
best: 79 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Semantic SegmentationonADE20K
mIoU· 2019-07-31
0.5
best: 45.7 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2019-07-31
5.4
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372

Computer Vision7 results

Class-Incremental Semantic SegmentationonPASCAL VOC 2012
Mean IoU (val)· 2019-07-31
61.3
best: 82.6 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2019-07-31
9.2
best: 80.6 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
Mean IoU· 2019-07-31
58.9
best: 79 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Class-Incremental Semantic SegmentationonADE20K
mIoU· 2019-07-31
0.5
best: 45.7 (MBS)
SOTA
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2019-07-31
5.5
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2019-07-31
7.9
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2019-07-31
5.4
best: 80.6 (MBS)
Incremental Learning Techniques for Semantic Segmentation arXiv:1907.13372