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Models/LDAM-DRW-RSG

LDAM-DRW-RSG

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=50)
Error Rate· 2021-06-18
51.5
best: 9.8 (LIFT (ViT-B/16, ImageNet-21K pre-training))
RSG: A Simple but Effective Module for Learning Imbalanced Datasets arXiv:2106.09859
Generalized Few-Shot ClassificationonCIFAR-100-LT (ρ=100)
Error Rate· 2021-06-18
55.5
best: 10.9 (LPT)
RSG: A Simple but Effective Module for Learning Imbalanced Datasets arXiv:2106.09859
Long-tail LearningonCIFAR-100-LT (ρ=50)
Error Rate· 2021-06-18
51.5
best: 9.8 (LIFT (ViT-B/16, ImageNet-21K pre-training))
RSG: A Simple but Effective Module for Learning Imbalanced Datasets arXiv:2106.09859
Long-tail LearningonCIFAR-100-LT (ρ=100)
Error Rate· 2021-06-18
55.5
best: 10.9 (LPT)
RSG: A Simple but Effective Module for Learning Imbalanced Datasets arXiv:2106.09859
Generalized Few-Shot LearningonCIFAR-100-LT (ρ=50)
Error Rate· 2021-06-18
51.5
best: 9.8 (LIFT (ViT-B/16, ImageNet-21K pre-training))
RSG: A Simple but Effective Module for Learning Imbalanced Datasets arXiv:2106.09859
Generalized Few-Shot LearningonCIFAR-100-LT (ρ=100)
Error Rate· 2021-06-18
55.5
best: 10.9 (LPT)
RSG: A Simple but Effective Module for Learning Imbalanced Datasets arXiv:2106.09859

Computer Vision4 results

Image ClassificationonCIFAR-100-LT (ρ=50)
Error Rate· 2021-06-18
51.5
best: 9.8 (LIFT (ViT-B/16, ImageNet-21K pre-training))
RSG: A Simple but Effective Module for Learning Imbalanced Datasets arXiv:2106.09859
Image ClassificationonCIFAR-100-LT (ρ=100)
Error Rate· 2021-06-18
55.5
best: 10.9 (LPT)
RSG: A Simple but Effective Module for Learning Imbalanced Datasets arXiv:2106.09859
Few-Shot Image ClassificationonCIFAR-100-LT (ρ=50)
Error Rate· 2021-06-18
51.5
best: 9.8 (LIFT (ViT-B/16, ImageNet-21K pre-training))
RSG: A Simple but Effective Module for Learning Imbalanced Datasets arXiv:2106.09859
Few-Shot Image ClassificationonCIFAR-100-LT (ρ=100)
Error Rate· 2021-06-18
55.5
best: 10.9 (LPT)
RSG: A Simple but Effective Module for Learning Imbalanced Datasets arXiv:2106.09859