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Models/SSUL+AWT

SSUL+AWT

Reported on 18 benchmarks across 7 tasks · 1 paper

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

Methodology8 results

Continual LearningonPASCAL VOC 2012
mIoU· 2022-10-13
60.7
best: 80.6 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Continual LearningonPASCAL VOC 2012
Mean IoU (val)· 2022-10-13
71.4
best: 82.6 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Continual LearningonPASCAL VOC 2012
mIoU· 2022-10-13
67.6
best: 80.6 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Continual LearningonPASCAL VOC 2012
Mean IoU (test)· 2022-10-13
57.1
best: 78.1 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2022-10-13
60.7
best: 80.6 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class Incremental LearningonPASCAL VOC 2012
Mean IoU (val)· 2022-10-13
71.4
best: 82.6 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class Incremental LearningonPASCAL VOC 2012
mIoU· 2022-10-13
67.6
best: 80.6 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class Incremental LearningonPASCAL VOC 2012
Mean IoU (test)· 2022-10-13
57.1
best: 78.1 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207

Audio6 results

2D Semantic SegmentationonPASCAL VOC 2012
Mean IoU (test)· 2022-10-13
57.1
best: 78.1 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
2D Semantic SegmentationonPASCAL VOC 2012
mIoU· 2022-10-13
67.6
best: 80.6 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
10-shot image generationonPASCAL VOC 2012
mIoU· 2022-10-13
60.7
best: 80.6 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
10-shot image generationonPASCAL VOC 2012
Mean IoU (val)· 2022-10-13
71.4
best: 82.6 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
10-shot image generationonPASCAL VOC 2012
mIoU· 2022-10-13
67.6
best: 80.6 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
10-shot image generationonPASCAL VOC 2012
Mean IoU (test)· 2022-10-13
57.1
best: 78.1 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207

Computer Vision5 results

Continual Semantic SegmentationonPASCAL VOC 2012
Mean IoU (test)· 2022-10-13
57.1
best: 78.1 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2022-10-13
60.7
best: 80.6 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
Mean IoU (val)· 2022-10-13
71.4
best: 82.6 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
mIoU· 2022-10-13
67.6
best: 80.6 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Class-Incremental Semantic SegmentationonPASCAL VOC 2012
Mean IoU (test)· 2022-10-13
57.1
best: 78.1 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207

Medical4 results

Semantic SegmentationonPASCAL VOC 2012
mIoU· 2022-10-13
60.7
best: 80.6 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Semantic SegmentationonPASCAL VOC 2012
Mean IoU (val)· 2022-10-13
71.4
best: 82.6 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Semantic SegmentationonPASCAL VOC 2012
mIoU· 2022-10-13
67.6
best: 80.6 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207
Semantic SegmentationonPASCAL VOC 2012
Mean IoU (test)· 2022-10-13
57.1
best: 78.1 (MBS)
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation arXiv:2210.07207