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Models/NCL(ResNet32)

NCL(ResNet32)

Reported on 20 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.

Methodology12 results

  • Generalized Few-Shot ClassificationonCIFAR-100-LT (ρ=50)
    Error Rate· 2022-03-29
    43.2
    best: 9.8 (LIFT (ViT-B/16, ImageNet-21K pre-training))
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Generalized Few-Shot ClassificationonCIFAR-10-LT (ρ=50)
    Error Rate· 2022-03-29
    13.2
    best: 8.44 (GLMC + SAM)
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Generalized Few-Shot ClassificationonCIFAR-100-LT (ρ=100)
    Error Rate· 2022-03-29
    46.7
    best: 10.9 (LPT)
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Generalized Few-Shot ClassificationonCIFAR-10-LT (ρ=100)
    Error Rate· 2022-03-29
    15.3
    best: 10.42 (GLMC+MaxNorm (ResNet-34, channel x4))
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Long-tail LearningonCIFAR-100-LT (ρ=50)
    Error Rate· 2022-03-29
    43.2
    best: 9.8 (LIFT (ViT-B/16, ImageNet-21K pre-training))
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Long-tail LearningonCIFAR-10-LT (ρ=50)
    Error Rate· 2022-03-29
    13.2
    best: 8.44 (GLMC + SAM)
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Long-tail LearningonCIFAR-100-LT (ρ=100)
    Error Rate· 2022-03-29
    46.7
    best: 10.9 (LPT)
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Long-tail LearningonCIFAR-10-LT (ρ=100)
    Error Rate· 2022-03-29
    15.3
    best: 10.42 (GLMC+MaxNorm (ResNet-34, channel x4))
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Generalized Few-Shot LearningonCIFAR-100-LT (ρ=50)
    Error Rate· 2022-03-29
    43.2
    best: 9.8 (LIFT (ViT-B/16, ImageNet-21K pre-training))
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Generalized Few-Shot LearningonCIFAR-10-LT (ρ=50)
    Error Rate· 2022-03-29
    13.2
    best: 8.44 (GLMC + SAM)
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Generalized Few-Shot LearningonCIFAR-100-LT (ρ=100)
    Error Rate· 2022-03-29
    46.7
    best: 10.9 (LPT)
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Generalized Few-Shot LearningonCIFAR-10-LT (ρ=100)
    Error Rate· 2022-03-29
    15.3
    best: 10.42 (GLMC+MaxNorm (ResNet-34, channel x4))
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359

Computer Vision8 results

  • Image ClassificationonCIFAR-100-LT (ρ=50)
    Error Rate· 2022-03-29
    43.2
    best: 9.8 (LIFT (ViT-B/16, ImageNet-21K pre-training))
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Image ClassificationonCIFAR-10-LT (ρ=50)
    Error Rate· 2022-03-29
    13.2
    best: 8.44 (GLMC + SAM)
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Image ClassificationonCIFAR-100-LT (ρ=100)
    Error Rate· 2022-03-29
    46.7
    best: 10.9 (LPT)
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Image ClassificationonCIFAR-10-LT (ρ=100)
    Error Rate· 2022-03-29
    15.3
    best: 10.42 (GLMC+MaxNorm (ResNet-34, channel x4))
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Few-Shot Image ClassificationonCIFAR-100-LT (ρ=50)
    Error Rate· 2022-03-29
    43.2
    best: 9.8 (LIFT (ViT-B/16, ImageNet-21K pre-training))
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Few-Shot Image ClassificationonCIFAR-10-LT (ρ=50)
    Error Rate· 2022-03-29
    13.2
    best: 8.44 (GLMC + SAM)
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Few-Shot Image ClassificationonCIFAR-100-LT (ρ=100)
    Error Rate· 2022-03-29
    46.7
    best: 10.9 (LPT)
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359
  • Few-Shot Image ClassificationonCIFAR-10-LT (ρ=100)
    Error Rate· 2022-03-29
    15.3
    best: 10.42 (GLMC+MaxNorm (ResNet-34, channel x4))
    Nested Collaborative Learning for Long-Tailed Visual RecognitionarXiv:2203.15359