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Models/ShrinkMatch

ShrinkMatch

Reported on 14 benchmarks across 2 tasks · 1 paper · 4 SOTA

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

Computer Vision14 results

  • Image ClassificationonSVHN, 40 Labels
    Percentage error· 2023-08-13
    2.51
    SOTA
    Shrinking Class Space for Enhanced Certainty in Semi-Supervised LearningarXiv:2308.06777
  • Image ClassificationonSVHN, 250 Labels
    Accuracy· 2023-08-13
    98.04
    SOTA
    Shrinking Class Space for Enhanced Certainty in Semi-Supervised LearningarXiv:2308.06777
  • Semi-Supervised Image ClassificationonSVHN, 40 Labels
    Percentage error· 2023-08-13
    2.51
    SOTA
    Shrinking Class Space for Enhanced Certainty in Semi-Supervised LearningarXiv:2308.06777
  • Semi-Supervised Image ClassificationonSVHN, 250 Labels
    Accuracy· 2023-08-13
    98.04
    SOTA
    Shrinking Class Space for Enhanced Certainty in Semi-Supervised LearningarXiv:2308.06777
  • Image ClassificationonCIFAR-100, 2500 Labels
    Percentage error· 2023-08-13
    25.17
    best: 22.19 (SemiOccam)
    Shrinking Class Space for Enhanced Certainty in Semi-Supervised LearningarXiv:2308.06777
  • Image ClassificationonCIFAR-100, 400 Labels
    Percentage error· 2023-08-13
    35.36
    best: 15.62 (SemiReward)
    Shrinking Class Space for Enhanced Certainty in Semi-Supervised LearningarXiv:2308.06777
  • Image ClassificationonSTL-10, 40 Labels
    Accuracy· 2023-08-13
    85.98
    best: 95.43 (SemiOccam)
    Shrinking Class Space for Enhanced Certainty in Semi-Supervised LearningarXiv:2308.06777
  • Image ClassificationonCIFAR-10, 40 Labels
    Percentage error· 2023-08-13
    5.08
    best: 3.51 (SemiOccam)
    Shrinking Class Space for Enhanced Certainty in Semi-Supervised LearningarXiv:2308.06777
  • Image ClassificationonCIFAR-10, 250 Labels
    Percentage error· 2023-08-13
    4.74
    best: 3.47 (SemiOccam)
    Shrinking Class Space for Enhanced Certainty in Semi-Supervised LearningarXiv:2308.06777
  • Semi-Supervised Image ClassificationonCIFAR-100, 2500 Labels
    Percentage error· 2023-08-13
    25.17
    best: 22.19 (SemiOccam)
    Shrinking Class Space for Enhanced Certainty in Semi-Supervised LearningarXiv:2308.06777
  • Semi-Supervised Image ClassificationonCIFAR-100, 400 Labels
    Percentage error· 2023-08-13
    35.36
    best: 15.62 (SemiReward)
    Shrinking Class Space for Enhanced Certainty in Semi-Supervised LearningarXiv:2308.06777
  • Semi-Supervised Image ClassificationonSTL-10, 40 Labels
    Accuracy· 2023-08-13
    85.98
    best: 95.43 (SemiOccam)
    Shrinking Class Space for Enhanced Certainty in Semi-Supervised LearningarXiv:2308.06777
  • Semi-Supervised Image ClassificationonCIFAR-10, 40 Labels
    Percentage error· 2023-08-13
    5.08
    best: 3.51 (SemiOccam)
    Shrinking Class Space for Enhanced Certainty in Semi-Supervised LearningarXiv:2308.06777
  • Semi-Supervised Image ClassificationonCIFAR-10, 250 Labels
    Percentage error· 2023-08-13
    4.74
    best: 3.47 (SemiOccam)
    Shrinking Class Space for Enhanced Certainty in Semi-Supervised LearningarXiv:2308.06777