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Models/LWGANet L2

LWGANet L2

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

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

Methodology8 results

  • 3DonDOTA
    mAP· 2025-01-17
    78.64
    best: 80.03 (LEGNet-S)
    SOTA
    LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual TasksarXiv:2501.10040
  • 2D ClassificationonDOTA
    mAP· 2025-01-17
    78.64
    best: 80.03 (LEGNet-S)
    SOTA
    LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual TasksarXiv:2501.10040
  • 2D Object DetectiononDOTA
    mAP· 2025-01-17
    78.64
    best: 80.03 (LEGNet-S)
    SOTA
    LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual TasksarXiv:2501.10040
  • 16konDOTA
    mAP· 2025-01-17
    78.64
    best: 80.03 (LEGNet-S)
    SOTA
    LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual TasksarXiv:2501.10040
  • 3DonDIOR-R
    mAP· 2025-01-17
    68.53
    best: 74.54 (MAE+MTP(ViT-L+RVSA))
    LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual TasksarXiv:2501.10040
  • 2D ClassificationonDIOR-R
    mAP· 2025-01-17
    68.53
    best: 74.54 (MAE+MTP(ViT-L+RVSA))
    LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual TasksarXiv:2501.10040
  • 2D Object DetectiononDIOR-R
    mAP· 2025-01-17
    68.53
    best: 74.54 (MAE+MTP(ViT-L+RVSA))
    LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual TasksarXiv:2501.10040
  • 16konDIOR-R
    mAP· 2025-01-17
    68.53
    best: 74.54 (MAE+MTP(ViT-L+RVSA))
    LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual TasksarXiv:2501.10040

Computer Vision3 results

  • Object DetectiononDOTA
    mAP· 2025-01-17
    78.64
    best: 80.03 (LEGNet-S)
    SOTA
    LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual TasksarXiv:2501.10040
  • Object DetectiononDIOR-R
    mAP· 2025-01-17
    68.53
    best: 74.54 (MAE+MTP(ViT-L+RVSA))
    LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual TasksarXiv:2501.10040
  • Image ClassificationonRESISC45
    Top 1 Accuracy· 2025-01-17
    96.17
    best: 96.83 (ResNet50)
    LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual TasksarXiv:2501.10040

Medical2 results

  • Semantic SegmentationonLoveDA
    Category mIoU· 2025-01-17
    53.6
    best: 56.16 (U-Net (MaxViT-S))
    LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual TasksarXiv:2501.10040
  • Semantic SegmentationonUAVid
    Mean IoU· 2025-01-17
    69.1
    best: 73.34 (U-Net Ensemble)
    LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual TasksarXiv:2501.10040

Audio2 results

  • 10-shot image generationonLoveDA
    Category mIoU· 2025-01-17
    53.6
    best: 56.16 (U-Net (MaxViT-S))
    LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual TasksarXiv:2501.10040
  • 10-shot image generationonUAVid
    Mean IoU· 2025-01-17
    69.1
    best: 73.34 (U-Net Ensemble)
    LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual TasksarXiv:2501.10040