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Models/LSKNet-S

LSKNet-S

Reported on 30 benchmarks across 8 tasks · 2 papers · 20 SOTA

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

Medical8 results

Semantic SegmentationonISPRS Vaihingen
Category mIoU· 2024-03-18
85.1
SOTA
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735
Semantic SegmentationonISPRS Vaihingen
Overall Accuracy· 2024-03-18
93.6
SOTA
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735
Semantic SegmentationonUAVid
Mean IoU· 2024-03-18
70
best: 73.34 (U-Net Ensemble)
SOTA
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735
Semantic SegmentationonLoveDA
Category mIoU· 2023-03-16
54
best: 56.16 (U-Net (MaxViT-S))
SOTA
Large Selective Kernel Network for Remote Sensing Object Detection arXiv:2303.09030
Semantic SegmentationonISPRS Vaihingen
Average F1· 2024-03-18
91.8
best: 93.7 (EfficientUNets and Transformers)
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735
Semantic SegmentationonISPRS Potsdam
Mean F1· 2024-03-18
93.1
best: 94.7 (D2LS)
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735
Semantic SegmentationonISPRS Potsdam
Mean IoU· 2024-03-18
87.2
best: 89.45 (U-Net (ConvFormer-M36))
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735
Semantic SegmentationonISPRS Potsdam
Overall Accuracy· 2024-03-18
92
best: 93.9 (AerialFormer-B)
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735

Audio8 results

10-shot image generationonISPRS Vaihingen
Category mIoU· 2024-03-18
85.1
SOTA
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735
10-shot image generationonISPRS Vaihingen
Overall Accuracy· 2024-03-18
93.6
SOTA
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735
10-shot image generationonUAVid
Mean IoU· 2024-03-18
70
best: 73.34 (U-Net Ensemble)
SOTA
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735
10-shot image generationonLoveDA
Category mIoU· 2023-03-16
54
best: 56.16 (U-Net (MaxViT-S))
SOTA
Large Selective Kernel Network for Remote Sensing Object Detection arXiv:2303.09030
10-shot image generationonISPRS Vaihingen
Average F1· 2024-03-18
91.8
best: 93.7 (EfficientUNets and Transformers)
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735
10-shot image generationonISPRS Potsdam
Mean F1· 2024-03-18
93.1
best: 94.7 (D2LS)
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735
10-shot image generationonISPRS Potsdam
Mean IoU· 2024-03-18
87.2
best: 89.45 (U-Net (ConvFormer-M36))
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735
10-shot image generationonISPRS Potsdam
Overall Accuracy· 2024-03-18
92
best: 93.9 (AerialFormer-B)
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735

Methodology8 results

3DonHRSC2016
mAP-07· uses extra data· 2023-03-16
90.65
best: 90.89 (CDLA-HOP)
SOTA
Large Selective Kernel Network for Remote Sensing Object Detection arXiv:2303.09030
3DonHRSC2016
mAP-12· uses extra data· 2023-03-16
98.46
best: 98.77 (CDLA-HOP)
SOTA
Large Selective Kernel Network for Remote Sensing Object Detection arXiv:2303.09030
2D ClassificationonHRSC2016
mAP-07· uses extra data· 2023-03-16
90.65
best: 90.89 (CDLA-HOP)
SOTA
Large Selective Kernel Network for Remote Sensing Object Detection arXiv:2303.09030
2D ClassificationonHRSC2016
mAP-12· uses extra data· 2023-03-16
98.46
best: 98.77 (CDLA-HOP)
SOTA
Large Selective Kernel Network for Remote Sensing Object Detection arXiv:2303.09030
2D Object DetectiononHRSC2016
mAP-07· uses extra data· 2023-03-16
90.65
best: 90.89 (CDLA-HOP)
SOTA
Large Selective Kernel Network for Remote Sensing Object Detection arXiv:2303.09030
2D Object DetectiononHRSC2016
mAP-12· uses extra data· 2023-03-16
98.46
best: 98.77 (CDLA-HOP)
SOTA
Large Selective Kernel Network for Remote Sensing Object Detection arXiv:2303.09030
16konHRSC2016
mAP-07· uses extra data· 2023-03-16
90.65
best: 90.89 (CDLA-HOP)
SOTA
Large Selective Kernel Network for Remote Sensing Object Detection arXiv:2303.09030
16konHRSC2016
mAP-12· uses extra data· 2023-03-16
98.46
best: 98.77 (CDLA-HOP)
SOTA
Large Selective Kernel Network for Remote Sensing Object Detection arXiv:2303.09030

Computer Vision6 results

Change DetectiononS2Looking
IoU· 2024-03-18
50.96
SOTA
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735
Change DetectiononS2Looking
Recall· 2024-03-18
63.64
SOTA
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735
Object DetectiononHRSC2016
mAP-07· uses extra data· 2023-03-16
90.65
best: 90.89 (CDLA-HOP)
SOTA
Large Selective Kernel Network for Remote Sensing Object Detection arXiv:2303.09030
Object DetectiononHRSC2016
mAP-12· uses extra data· 2023-03-16
98.46
best: 98.77 (CDLA-HOP)
SOTA
Large Selective Kernel Network for Remote Sensing Object Detection arXiv:2303.09030
Change DetectiononS2Looking
F1-Score· 2024-03-18
67.52
best: 68.95 (SChanger-base)
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735
Change DetectiononS2Looking
Precision· 2024-03-18
71.9
best: 74.84 (C2FNet)
LSKNet: A Foundation Lightweight Backbone for Remote Sensing arXiv:2403.11735