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Models/LSKNet-T

LSKNet-T

Reported on 10 benchmarks across 2 tasks · 2 papers

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

Medical5 results

  • Semantic SegmentationonISPRS Vaihingen
    Average F1· 2024-03-18
    91.7
    best: 93.7 (EfficientUNets and Transformers)
    LSKNet: A Foundation Lightweight Backbone for Remote SensingarXiv:2403.11735
  • Semantic SegmentationonISPRS Vaihingen
    Category mIoU· 2024-03-18
    84.9
    best: 85.1 (LSKNet-S)
    LSKNet: A Foundation Lightweight Backbone for Remote SensingarXiv:2403.11735
  • Semantic SegmentationonISPRS Vaihingen
    Overall Accuracy· 2024-03-18
    93.6
    LSKNet: A Foundation Lightweight Backbone for Remote SensingarXiv:2403.11735
  • Semantic SegmentationonUAVid
    Mean IoU· 2024-03-18
    69.3
    best: 73.34 (U-Net Ensemble)
    LSKNet: A Foundation Lightweight Backbone for Remote SensingarXiv:2403.11735
  • Semantic SegmentationonLoveDA
    Category mIoU· 2023-03-16
    53.2
    best: 56.16 (U-Net (MaxViT-S))
    Large Selective Kernel Network for Remote Sensing Object DetectionarXiv:2303.09030

Audio5 results

  • 10-shot image generationonISPRS Vaihingen
    Average F1· 2024-03-18
    91.7
    best: 93.7 (EfficientUNets and Transformers)
    LSKNet: A Foundation Lightweight Backbone for Remote SensingarXiv:2403.11735
  • 10-shot image generationonISPRS Vaihingen
    Category mIoU· 2024-03-18
    84.9
    best: 85.1 (LSKNet-S)
    LSKNet: A Foundation Lightweight Backbone for Remote SensingarXiv:2403.11735
  • 10-shot image generationonISPRS Vaihingen
    Overall Accuracy· 2024-03-18
    93.6
    LSKNet: A Foundation Lightweight Backbone for Remote SensingarXiv:2403.11735
  • 10-shot image generationonUAVid
    Mean IoU· 2024-03-18
    69.3
    best: 73.34 (U-Net Ensemble)
    LSKNet: A Foundation Lightweight Backbone for Remote SensingarXiv:2403.11735
  • 10-shot image generationonLoveDA
    Category mIoU· 2023-03-16
    53.2
    best: 56.16 (U-Net (MaxViT-S))
    Large Selective Kernel Network for Remote Sensing Object DetectionarXiv:2303.09030