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Models/SHADE

SHADE

Reported on 7 benchmarks across 7 tasks · 1 paper · 7 SOTA

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

Methodology5 results

  • Domain AdaptationonGTA-to-Avg(Cityscapes,BDD,Mapillary)
    mIoU· 2022-04-06
    45.27
    best: 4489 (Self-adaptation (ResNet - 101))
    SOTA
    Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic SegmentationarXiv:2204.02548
  • 3DonDWD
    mPC [AP50]· 2022-04-06
    28.4
    best: 40.5 (GDD (SD-1.5 Backbone))
    SOTA
    Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic SegmentationarXiv:2204.02548
  • 2D ClassificationonDWD
    mPC [AP50]· 2022-04-06
    28.4
    best: 40.5 (GDD (SD-1.5 Backbone))
    SOTA
    Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic SegmentationarXiv:2204.02548
  • 2D Object DetectiononDWD
    mPC [AP50]· 2022-04-06
    28.4
    best: 40.5 (GDD (SD-1.5 Backbone))
    SOTA
    Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic SegmentationarXiv:2204.02548
  • 16konDWD
    mPC [AP50]· 2022-04-06
    28.4
    best: 40.5 (GDD (SD-1.5 Backbone))
    SOTA
    Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic SegmentationarXiv:2204.02548

Computer Vision2 results

  • Object DetectiononDWD
    mPC [AP50]· 2022-04-06
    28.4
    best: 40.5 (GDD (SD-1.5 Backbone))
    SOTA
    Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic SegmentationarXiv:2204.02548
  • Domain GeneralizationonGTA-to-Avg(Cityscapes,BDD,Mapillary)
    mIoU· 2022-04-06
    45.27
    best: 4489 (Self-adaptation (ResNet - 101))
    SOTA
    Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic SegmentationarXiv:2204.02548