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Models/RIDE

RIDE

Reported on 10 benchmarks across 5 tasks · 2 papers · 5 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 ClassificationonCIFAR-100-LT (ρ=100)
    Error Rate· 2020-10-05
    52
    best: 10.9 (LPT)
    SOTA
    Long-tailed Recognition by Routing Diverse Distribution-Aware ExpertsarXiv:2010.01809
  • Long-tail LearningonCIFAR-100-LT (ρ=100)
    Error Rate· 2020-10-05
    52
    best: 10.9 (LPT)
    SOTA
    Long-tailed Recognition by Routing Diverse Distribution-Aware ExpertsarXiv:2010.01809
  • Generalized Few-Shot LearningonCIFAR-100-LT (ρ=100)
    Error Rate· 2020-10-05
    52
    best: 10.9 (LPT)
    SOTA
    Long-tailed Recognition by Routing Diverse Distribution-Aware ExpertsarXiv:2010.01809
  • Generalized Few-Shot ClassificationonCIFAR-10-LT (ρ=10)
    Error Rate· 2021-07-20
    10.3
    best: 5 (GLMC+MaxNorm (ResNet-34, channel x4))
    Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed RecognitionarXiv:2107.09249
  • Long-tail LearningonCIFAR-10-LT (ρ=10)
    Error Rate· 2021-07-20
    10.3
    best: 5 (GLMC+MaxNorm (ResNet-34, channel x4))
    Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed RecognitionarXiv:2107.09249
  • Generalized Few-Shot LearningonCIFAR-10-LT (ρ=10)
    Error Rate· 2021-07-20
    10.3
    best: 5 (GLMC+MaxNorm (ResNet-34, channel x4))
    Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed RecognitionarXiv:2107.09249

Computer Vision4 results

  • Image ClassificationonCIFAR-100-LT (ρ=100)
    Error Rate· 2020-10-05
    52
    best: 10.9 (LPT)
    SOTA
    Long-tailed Recognition by Routing Diverse Distribution-Aware ExpertsarXiv:2010.01809
  • Few-Shot Image ClassificationonCIFAR-100-LT (ρ=100)
    Error Rate· 2020-10-05
    52
    best: 10.9 (LPT)
    SOTA
    Long-tailed Recognition by Routing Diverse Distribution-Aware ExpertsarXiv:2010.01809
  • Image ClassificationonCIFAR-10-LT (ρ=10)
    Error Rate· 2021-07-20
    10.3
    best: 5 (GLMC+MaxNorm (ResNet-34, channel x4))
    Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed RecognitionarXiv:2107.09249
  • Few-Shot Image ClassificationonCIFAR-10-LT (ρ=10)
    Error Rate· 2021-07-20
    10.3
    best: 5 (GLMC+MaxNorm (ResNet-34, channel x4))
    Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed RecognitionarXiv:2107.09249