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Models/CB LWS

CB LWS

Reported on 10 benchmarks across 5 tasks · 1 paper · 10 SOTA

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

Methodology6 results

  • Generalized Few-Shot ClassificationonPlaces-LT
    Top-1 Accuracy· 2019-10-21
    37.6
    best: 53.7 (LIFT (ViT-L/14))
    SOTA
    Decoupling Representation and Classifier for Long-Tailed RecognitionarXiv:1910.09217
  • Generalized Few-Shot ClassificationonImageNet-LT
    Top-1 Accuracy· 2019-10-21
    41.4
    best: 82.9 (LIFT (ViT-L/14))
    SOTA
    Decoupling Representation and Classifier for Long-Tailed RecognitionarXiv:1910.09217
  • Long-tail LearningonPlaces-LT
    Top-1 Accuracy· 2019-10-21
    37.6
    best: 53.7 (LIFT (ViT-L/14))
    SOTA
    Decoupling Representation and Classifier for Long-Tailed RecognitionarXiv:1910.09217
  • Long-tail LearningonImageNet-LT
    Top-1 Accuracy· 2019-10-21
    41.4
    best: 82.9 (LIFT (ViT-L/14))
    SOTA
    Decoupling Representation and Classifier for Long-Tailed RecognitionarXiv:1910.09217
  • Generalized Few-Shot LearningonPlaces-LT
    Top-1 Accuracy· 2019-10-21
    37.6
    best: 53.7 (LIFT (ViT-L/14))
    SOTA
    Decoupling Representation and Classifier for Long-Tailed RecognitionarXiv:1910.09217
  • Generalized Few-Shot LearningonImageNet-LT
    Top-1 Accuracy· 2019-10-21
    41.4
    best: 82.9 (LIFT (ViT-L/14))
    SOTA
    Decoupling Representation and Classifier for Long-Tailed RecognitionarXiv:1910.09217

Computer Vision4 results

  • Image ClassificationonPlaces-LT
    Top-1 Accuracy· 2019-10-21
    37.6
    best: 53.7 (LIFT (ViT-L/14))
    SOTA
    Decoupling Representation and Classifier for Long-Tailed RecognitionarXiv:1910.09217
  • Image ClassificationonImageNet-LT
    Top-1 Accuracy· 2019-10-21
    41.4
    best: 82.9 (LIFT (ViT-L/14))
    SOTA
    Decoupling Representation and Classifier for Long-Tailed RecognitionarXiv:1910.09217
  • Few-Shot Image ClassificationonPlaces-LT
    Top-1 Accuracy· 2019-10-21
    37.6
    best: 53.7 (LIFT (ViT-L/14))
    SOTA
    Decoupling Representation and Classifier for Long-Tailed RecognitionarXiv:1910.09217
  • Few-Shot Image ClassificationonImageNet-LT
    Top-1 Accuracy· 2019-10-21
    41.4
    best: 82.9 (LIFT (ViT-L/14))
    SOTA
    Decoupling Representation and Classifier for Long-Tailed RecognitionarXiv:1910.09217