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Models/FreeMatch

FreeMatch

Reported on 10 benchmarks across 2 tasks · 1 paper · 2 SOTA

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

Computer Vision10 results

  • Image ClassificationonCIFAR-10, 40 Labels
    Percentage error· 2022-05-15
    4.9
    best: 3.51 (SemiOccam)
    SOTA
    FreeMatch: Self-adaptive Thresholding for Semi-supervised LearningarXiv:2205.07246
  • Semi-Supervised Image ClassificationonCIFAR-10, 40 Labels
    Percentage error· 2022-05-15
    4.9
    best: 3.51 (SemiOccam)
    SOTA
    FreeMatch: Self-adaptive Thresholding for Semi-supervised LearningarXiv:2205.07246
  • Image ClassificationonCIFAR-100, 2500 Labels
    Percentage error· 2022-05-15
    26.47
    best: 22.19 (SemiOccam)
    FreeMatch: Self-adaptive Thresholding for Semi-supervised LearningarXiv:2205.07246
  • Image Classificationoncifar-100, 10000 Labels
    Percentage error· 2022-05-15
    21.68
    best: 19.32 (CCSSL(FixMatch))
    FreeMatch: Self-adaptive Thresholding for Semi-supervised LearningarXiv:2205.07246
  • Image ClassificationonCIFAR-100, 400 Labels
    Percentage error· 2022-05-15
    37.98
    best: 15.62 (SemiReward)
    FreeMatch: Self-adaptive Thresholding for Semi-supervised LearningarXiv:2205.07246
  • Image ClassificationonCIFAR-10, 250 Labels
    Percentage error· 2022-05-15
    4.88
    best: 3.47 (SemiOccam)
    FreeMatch: Self-adaptive Thresholding for Semi-supervised LearningarXiv:2205.07246
  • Semi-Supervised Image ClassificationonCIFAR-100, 2500 Labels
    Percentage error· 2022-05-15
    26.47
    best: 22.19 (SemiOccam)
    FreeMatch: Self-adaptive Thresholding for Semi-supervised LearningarXiv:2205.07246
  • Semi-Supervised Image Classificationoncifar-100, 10000 Labels
    Percentage error· 2022-05-15
    21.68
    best: 19.32 (CCSSL(FixMatch))
    FreeMatch: Self-adaptive Thresholding for Semi-supervised LearningarXiv:2205.07246
  • Semi-Supervised Image ClassificationonCIFAR-100, 400 Labels
    Percentage error· 2022-05-15
    37.98
    best: 15.62 (SemiReward)
    FreeMatch: Self-adaptive Thresholding for Semi-supervised LearningarXiv:2205.07246
  • Semi-Supervised Image ClassificationonCIFAR-10, 250 Labels
    Percentage error· 2022-05-15
    4.88
    best: 3.47 (SemiOccam)
    FreeMatch: Self-adaptive Thresholding for Semi-supervised LearningarXiv:2205.07246