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Models/MBS

MBS

Reported on 35 benchmarks across 8 tasks · 1 paper · 35 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)· 2024-07-16
82.6
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Continual LearningonPASCAL VOC 2012
mIoU· 2024-07-16
80.6
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Continual LearningonPASCAL VOC 2012
Mean IoU· 2024-07-16
79
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Continual LearningonADE20K
mIoU· 2024-07-16
45.7
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Continual LearningonADE20K
Mean IoU (test) · 2024-07-16
44.5
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Continual LearningonPASCAL VOC 2012
Mean IoU (test)· 2024-07-16
78.1
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class Incremental LearningonPASCAL VOC 2012
Mean IoU (val)· 2024-07-16
82.6
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2024-07-16
80.6
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class Incremental LearningonPASCAL VOC 2012
Mean IoU· 2024-07-16
79
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class Incremental LearningonADE20K
mIoU· 2024-07-16
45.7
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class Incremental LearningonADE20K
Mean IoU (test) · 2024-07-16
44.5
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class Incremental LearningonPASCAL VOC 2012
Mean IoU (test)· 2024-07-16
78.1
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Continual LearningonPASCAL VOC 2012
mIoU· 2024-07-16
77.19
best: 80.6
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Continual LearningonPASCAL VOC 2012
mIoU· 2024-07-16
78.1
best: 80.6
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Continual LearningonADE20K
mIoU· 2024-07-16
42.8
best: 45.7
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Continual LearningonADE20K
mIoU· 2024-07-16
45.4
best: 45.7
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2024-07-16
77.19
best: 80.6
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2024-07-16
78.1
best: 80.6
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class Incremental LearningonADE20K
mIoU· 2024-07-16
42.8
best: 45.7
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class Incremental LearningonADE20K
mIoU· 2024-07-16
45.4
best: 45.7
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859

Audio14 results

2D Semantic SegmentationonPASCAL VOC 2012
Mean IoU (test)· 2024-07-16
78.1
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
2D Semantic SegmentationonPASCAL VOC 2012
mIoU· 2024-07-16
80.6
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
2D Semantic SegmentationonPASCAL VOC 2012
Mean IoU· 2024-07-16
79
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
10-shot image generationonPASCAL VOC 2012
Mean IoU (val)· 2024-07-16
82.6
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
10-shot image generationonPASCAL VOC 2012
mIoU· 2024-07-16
80.6
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
10-shot image generationonPASCAL VOC 2012
Mean IoU· 2024-07-16
79
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
10-shot image generationonADE20K
mIoU· 2024-07-16
45.7
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
10-shot image generationonADE20K
Mean IoU (test) · 2024-07-16
44.5
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
10-shot image generationonPASCAL VOC 2012
Mean IoU (test)· 2024-07-16
78.1
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
2D Semantic SegmentationonPASCAL VOC 2012
mIoU· 2024-07-16
78.1
best: 80.6
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
10-shot image generationonPASCAL VOC 2012
mIoU· 2024-07-16
77.19
best: 80.6
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
10-shot image generationonPASCAL VOC 2012
mIoU· 2024-07-16
78.1
best: 80.6
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
10-shot image generationonADE20K
mIoU· 2024-07-16
42.8
best: 45.7
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
10-shot image generationonADE20K
mIoU· 2024-07-16
45.4
best: 45.7
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859

Computer Vision12 results

Continual Semantic SegmentationonPASCAL VOC 2012
Mean IoU (test)· 2024-07-16
78.1
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
Mean IoU (val)· 2024-07-16
82.6
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2024-07-16
80.6
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
Mean IoU· 2024-07-16
79
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class-Incremental Semantic SegmentationonADE20K
mIoU· 2024-07-16
45.7
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class-Incremental Semantic SegmentationonADE20K
Mean IoU (test) · 2024-07-16
44.5
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
Mean IoU (test)· 2024-07-16
78.1
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Disjoint 19-1onPASCAL VOC 2012
mIoU· 2024-07-16
82.8
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2024-07-16
77.19
best: 80.6
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2024-07-16
78.1
best: 80.6
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class-Incremental Semantic SegmentationonADE20K
mIoU· 2024-07-16
42.8
best: 45.7
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Class-Incremental Semantic SegmentationonADE20K
mIoU· 2024-07-16
45.4
best: 45.7
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859

Medical10 results

Semantic SegmentationonPASCAL VOC 2012
Mean IoU (val)· 2024-07-16
82.6
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2024-07-16
80.6
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Semantic SegmentationonPASCAL VOC 2012
Mean IoU· 2024-07-16
79
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Semantic SegmentationonADE20K
mIoU· 2024-07-16
45.7
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Semantic SegmentationonADE20K
Mean IoU (test) · 2024-07-16
44.5
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Semantic SegmentationonPASCAL VOC 2012
Mean IoU (test)· 2024-07-16
78.1
SOTA
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2024-07-16
77.19
best: 80.6
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2024-07-16
78.1
best: 80.6
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Semantic SegmentationonADE20K
mIoU· 2024-07-16
42.8
best: 45.7
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859
Semantic SegmentationonADE20K
mIoU· 2024-07-16
45.4
best: 45.7
Mitigating Background Shift in Class-Incremental Semantic Segmentation arXiv:2407.11859