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Models/D2LS

D2LS

Reported on 12 benchmarks across 2 tasks · 1 paper · 10 SOTA

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

Medical6 results

Semantic SegmentationonFine-Grained Grass Segmentation Dataset
mIoU· 2025-03-09
51.96
SOTA
Dynamic Dictionary Learning for Remote Sensing Image Segmentation arXiv:2503.06683
Semantic SegmentationonLoveDA
Category mIoU· 2025-03-09
55.3
best: 56.16 (U-Net (MaxViT-S))
SOTA
Dynamic Dictionary Learning for Remote Sensing Image Segmentation arXiv:2503.06683
Semantic SegmentationonFine-Grained Cloud Segmentation Dataset
mIoU· 2025-03-09
82.16
SOTA
Dynamic Dictionary Learning for Remote Sensing Image Segmentation arXiv:2503.06683
Semantic SegmentationonISPRS Potsdam
Mean F1· 2025-03-09
94.7
SOTA
Dynamic Dictionary Learning for Remote Sensing Image Segmentation arXiv:2503.06683
Semantic SegmentationonUAVid
Mean IoU· 2025-03-09
70.9
best: 73.34 (U-Net Ensemble)
SOTA
Dynamic Dictionary Learning for Remote Sensing Image Segmentation arXiv:2503.06683
Semantic SegmentationonISPRS Vaihingen
Average F1· 2025-03-09
91.9
best: 93.7 (EfficientUNets and Transformers)
Dynamic Dictionary Learning for Remote Sensing Image Segmentation arXiv:2503.06683

Audio6 results

10-shot image generationonFine-Grained Grass Segmentation Dataset
mIoU· 2025-03-09
51.96
SOTA
Dynamic Dictionary Learning for Remote Sensing Image Segmentation arXiv:2503.06683
10-shot image generationonLoveDA
Category mIoU· 2025-03-09
55.3
best: 56.16 (U-Net (MaxViT-S))
SOTA
Dynamic Dictionary Learning for Remote Sensing Image Segmentation arXiv:2503.06683
10-shot image generationonFine-Grained Cloud Segmentation Dataset
mIoU· 2025-03-09
82.16
SOTA
Dynamic Dictionary Learning for Remote Sensing Image Segmentation arXiv:2503.06683
10-shot image generationonISPRS Potsdam
Mean F1· 2025-03-09
94.7
SOTA
Dynamic Dictionary Learning for Remote Sensing Image Segmentation arXiv:2503.06683
10-shot image generationonUAVid
Mean IoU· 2025-03-09
70.9
best: 73.34 (U-Net Ensemble)
SOTA
Dynamic Dictionary Learning for Remote Sensing Image Segmentation arXiv:2503.06683
10-shot image generationonISPRS Vaihingen
Average F1· 2025-03-09
91.9
best: 93.7 (EfficientUNets and Transformers)
Dynamic Dictionary Learning for Remote Sensing Image Segmentation arXiv:2503.06683