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Models/CE+DRS+GIT

CE+DRS+GIT

Reported on 10 benchmarks across 5 tasks · 1 paper

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

Methodology6 results

  • Generalized Few-Shot ClassificationonCIFAR-100-LT (ρ=100)
    Error Rate· 2022-03-18
    55.65
    best: 10.9 (LPT)
    Do Deep Networks Transfer Invariances Across Classes?arXiv:2203.09739
  • Generalized Few-Shot ClassificationonCIFAR-10-LT (ρ=100)
    Error Rate· 2022-03-18
    21.24
    best: 10.42 (GLMC+MaxNorm (ResNet-34, channel x4))
    Do Deep Networks Transfer Invariances Across Classes?arXiv:2203.09739
  • Long-tail LearningonCIFAR-100-LT (ρ=100)
    Error Rate· 2022-03-18
    55.65
    best: 10.9 (LPT)
    Do Deep Networks Transfer Invariances Across Classes?arXiv:2203.09739
  • Long-tail LearningonCIFAR-10-LT (ρ=100)
    Error Rate· 2022-03-18
    21.24
    best: 10.42 (GLMC+MaxNorm (ResNet-34, channel x4))
    Do Deep Networks Transfer Invariances Across Classes?arXiv:2203.09739
  • Generalized Few-Shot LearningonCIFAR-100-LT (ρ=100)
    Error Rate· 2022-03-18
    55.65
    best: 10.9 (LPT)
    Do Deep Networks Transfer Invariances Across Classes?arXiv:2203.09739
  • Generalized Few-Shot LearningonCIFAR-10-LT (ρ=100)
    Error Rate· 2022-03-18
    21.24
    best: 10.42 (GLMC+MaxNorm (ResNet-34, channel x4))
    Do Deep Networks Transfer Invariances Across Classes?arXiv:2203.09739

Computer Vision4 results

  • Image ClassificationonCIFAR-100-LT (ρ=100)
    Error Rate· 2022-03-18
    55.65
    best: 10.9 (LPT)
    Do Deep Networks Transfer Invariances Across Classes?arXiv:2203.09739
  • Image ClassificationonCIFAR-10-LT (ρ=100)
    Error Rate· 2022-03-18
    21.24
    best: 10.42 (GLMC+MaxNorm (ResNet-34, channel x4))
    Do Deep Networks Transfer Invariances Across Classes?arXiv:2203.09739
  • Few-Shot Image ClassificationonCIFAR-100-LT (ρ=100)
    Error Rate· 2022-03-18
    55.65
    best: 10.9 (LPT)
    Do Deep Networks Transfer Invariances Across Classes?arXiv:2203.09739
  • Few-Shot Image ClassificationonCIFAR-10-LT (ρ=100)
    Error Rate· 2022-03-18
    21.24
    best: 10.42 (GLMC+MaxNorm (ResNet-34, channel x4))
    Do Deep Networks Transfer Invariances Across Classes?arXiv:2203.09739