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SOTA
长尾学习
Long Tail Learning On Cifar 10 Lt R 50
Long Tail Learning On Cifar 10 Lt R 50
评估指标
Error Rate
评测结果
各个模型在此基准测试上的表现结果
Columns
模型名称
Error Rate
Paper Title
Repository
MetaSAug-LDAM
15.66
MetaSAug: Meta Semantic Augmentation for Long-Tailed Visual Recognition
NCL(ResNet32)
13.2
Nested Collaborative Learning for Long-Tailed Visual Recognition
ConCutMix
12.0
Enhanced Long-Tailed Recognition with Contrastive CutMix Augmentation
MDCS
11.7
MDCS: More Diverse Experts with Consistency Self-distillation for Long-tailed Recognition
OPeN (WideResNet-28-10)
10.8
Pure Noise to the Rescue of Insufficient Data: Improving Imbalanced Classification by Training on Random Noise Images
DeiT-LT
10.2
DeiT-LT Distillation Strikes Back for Vision Transformer Training on Long-Tailed Datasets
SURE(ResNet-32)
9.78
SURE: SUrvey REcipes for building reliable and robust deep networks
GLMC + SAM
8.44
Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data
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