Research Article

[Retracted] Relieving the Incompatibility of Network Representation and Classification for Long-Tailed Data Distribution

Table 1

Comparison feature quality between class-balanced sampling (CBS) and instance-balanced sampling (IBS). ResNet-10 models are trained on ImageNet-LT (I-LT), and then classifiers are retrained with class-balanced sampling on Places-LT (P-LT).

RepresentationClassifier
StrategyImageNet-LTStrategyPlaces-LT

IBS35.7CBS25.2
CBS36.5CBS22.1