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Models/MiB+AWT

MiB+AWT

Reported on 15 benchmarks across 5 tasks · 1 paper · 8 SOTA

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

Methodology12 results

Continual LearningonADE20K
mIoU· 2022-10-13
35.6
best: 45.7 (MBS)
SOTA
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Continual LearningonCityscapes
mIoU· 2022-10-13
46.9
SOTA
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class Incremental LearningonADE20K
mIoU· 2022-10-13
35.6
best: 45.7 (MBS)
SOTA
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class Incremental LearningonCityscapes
mIoU· 2022-10-13
46.9
SOTA
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Continual LearningonCityscapes
mIoU· 2022-10-13
44.9
best: 46.9
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Continual LearningonADE20K
mIoU· 2022-10-13
31.1
best: 45.7 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Continual LearningonADE20K
mIoU· 2022-10-13
33.5
best: 45.7 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Continual LearningonADE20K
Mean IoU (test) · 2022-10-13
33.2
best: 44.5 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class Incremental LearningonCityscapes
mIoU· 2022-10-13
44.9
best: 46.9
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class Incremental LearningonADE20K
mIoU· 2022-10-13
31.1
best: 45.7 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class Incremental LearningonADE20K
mIoU· 2022-10-13
33.5
best: 45.7 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class Incremental LearningonADE20K
Mean IoU (test) · 2022-10-13
33.2
best: 44.5 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207

Medical6 results

Semantic SegmentationonADE20K
mIoU· 2022-10-13
35.6
best: 45.7 (MBS)
SOTA
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Semantic SegmentationonCityscapes
mIoU· 2022-10-13
44.9
best: 77.8 (SPFNet34M)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Semantic SegmentationonADE20K
mIoU· 2022-10-13
31.1
best: 45.7 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Semantic SegmentationonADE20K
mIoU· 2022-10-13
33.5
best: 45.7 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Semantic SegmentationonADE20K
Mean IoU (test) · 2022-10-13
33.2
best: 44.5 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Semantic SegmentationonCityscapes
mIoU· 2022-10-13
46.9
best: 77.8 (SPFNet34M)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207

Computer Vision6 results

Class-Incremental Semantic SegmentationonADE20K
mIoU· 2022-10-13
35.6
best: 45.7 (MBS)
SOTA
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class-Incremental Semantic SegmentationonCityscapes
mIoU· 2022-10-13
46.9
SOTA
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class-Incremental Semantic SegmentationonCityscapes
mIoU· 2022-10-13
44.9
best: 46.9
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class-Incremental Semantic SegmentationonADE20K
mIoU· 2022-10-13
31.1
best: 45.7 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class-Incremental Semantic SegmentationonADE20K
mIoU· 2022-10-13
33.5
best: 45.7 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class-Incremental Semantic SegmentationonADE20K
Mean IoU (test) · 2022-10-13
33.2
best: 44.5 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207

Audio6 results

10-shot image generationonADE20K
mIoU· 2022-10-13
35.6
best: 45.7 (MBS)
SOTA
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
10-shot image generationonCityscapes
mIoU· 2022-10-13
44.9
best: 77.8 (SPFNet34M)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
10-shot image generationonADE20K
mIoU· 2022-10-13
31.1
best: 45.7 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
10-shot image generationonADE20K
mIoU· 2022-10-13
33.5
best: 45.7 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
10-shot image generationonADE20K
Mean IoU (test) · 2022-10-13
33.2
best: 44.5 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
10-shot image generationonCityscapes
mIoU· 2022-10-13
46.9
best: 77.8 (SPFNet34M)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207