Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/SSUL-M

SSUL-M

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

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

Methodology18 results

Continual LearningonPASCAL VOC 2012
Mean IoU (val)· 2021-06-22
73.02
best: 82.6 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Continual LearningonPASCAL VOC 2012
mIoU· 2021-06-22
71.37
best: 80.6 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Continual LearningonPASCAL VOC 2012
Mean IoU· 2021-06-22
69.83
best: 79 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Continual LearningonADE20K
mIoU· 2021-06-22
34.56
best: 45.7 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class Incremental LearningonPASCAL VOC 2012
Mean IoU (val)· 2021-06-22
73.02
best: 82.6 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2021-06-22
71.37
best: 80.6 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class Incremental LearningonPASCAL VOC 2012
Mean IoU· 2021-06-22
69.83
best: 79 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class Incremental LearningonADE20K
mIoU· 2021-06-22
34.56
best: 45.7 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Continual LearningonPASCAL VOC 2012
mIoU· 2021-06-22
64.12
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Continual LearningonPASCAL VOC 2012
mIoU· 2021-06-22
68.58
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Continual LearningonPASCAL VOC 2012
mIoU· 2021-06-22
53.5
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Continual LearningonADE20K
mIoU· 2021-06-22
34.37
best: 45.7 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Continual LearningonADE20K
mIoU· 2021-06-22
29.77
best: 45.7 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2021-06-22
64.12
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2021-06-22
68.58
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2021-06-22
53.5
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class Incremental LearningonADE20K
mIoU· 2021-06-22
34.37
best: 45.7 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class Incremental LearningonADE20K
mIoU· 2021-06-22
29.77
best: 45.7 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562

Audio13 results

2D Semantic SegmentationonPASCAL VOC 2012
mIoU· 2021-06-22
71.37
best: 80.6 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
2D Semantic SegmentationonPASCAL VOC 2012
Mean IoU· 2021-06-22
69.83
best: 79 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
10-shot image generationonPASCAL VOC 2012
Mean IoU (val)· 2021-06-22
73.02
best: 82.6 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
10-shot image generationonPASCAL VOC 2012
mIoU· 2021-06-22
71.37
best: 80.6 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
10-shot image generationonPASCAL VOC 2012
Mean IoU· 2021-06-22
69.83
best: 79 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
10-shot image generationonADE20K
mIoU· 2021-06-22
34.56
best: 45.7 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
2D Semantic SegmentationonPASCAL VOC 2012
mIoU· 2021-06-22
68.58
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
2D Semantic SegmentationonPASCAL VOC 2012
mIoU· 2021-06-22
53.5
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
10-shot image generationonPASCAL VOC 2012
mIoU· 2021-06-22
64.12
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
10-shot image generationonPASCAL VOC 2012
mIoU· 2021-06-22
68.58
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
10-shot image generationonPASCAL VOC 2012
mIoU· 2021-06-22
53.5
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
10-shot image generationonADE20K
mIoU· 2021-06-22
34.37
best: 45.7 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
10-shot image generationonADE20K
mIoU· 2021-06-22
29.77
best: 45.7 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562

Medical9 results

Semantic SegmentationonPASCAL VOC 2012
Mean IoU (val)· 2021-06-22
73.02
best: 82.6 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2021-06-22
71.37
best: 80.6 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Semantic SegmentationonPASCAL VOC 2012
Mean IoU· 2021-06-22
69.83
best: 79 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Semantic SegmentationonADE20K
mIoU· 2021-06-22
34.56
best: 45.7 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2021-06-22
64.12
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2021-06-22
68.58
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2021-06-22
53.5
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Semantic SegmentationonADE20K
mIoU· 2021-06-22
34.37
best: 45.7 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Semantic SegmentationonADE20K
mIoU· 2021-06-22
29.77
best: 45.7 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562

Computer Vision9 results

Class-Incremental Semantic SegmentationonPASCAL VOC 2012
Mean IoU (val)· 2021-06-22
73.02
best: 82.6 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2021-06-22
71.37
best: 80.6 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
Mean IoU· 2021-06-22
69.83
best: 79 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class-Incremental Semantic SegmentationonADE20K
mIoU· 2021-06-22
34.56
best: 45.7 (MBS)
SOTA
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2021-06-22
64.12
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2021-06-22
68.58
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2021-06-22
53.5
best: 80.6 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class-Incremental Semantic SegmentationonADE20K
mIoU· 2021-06-22
34.37
best: 45.7 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562
Class-Incremental Semantic SegmentationonADE20K
mIoU· 2021-06-22
29.77
best: 45.7 (MBS)
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning arXiv:2106.11562