Nested Collaborative Learning for Long-Tailed Visual Recognition

Benchmark Model Rank Results
long-tail-learning-on-cifar-10-lt-r-100NCL(ResNet32)#11Error Rate: 15.3
long-tail-learning-on-cifar-10-lt-r-50NCL(ResNet32)#7Error Rate: 13.2
long-tail-learning-on-cifar-100-lt-r-100NCL(ResNet32)#17Error Rate: 46.7
long-tail-learning-on-cifar-100-lt-r-50NCL(ResNet32)#16Error Rate: 43.2
long-tail-learning-on-imagenet-ltNCL(ResNeXt-50)#20Top-1 Accuracy: 58.4
long-tail-learning-on-imagenet-ltNCL(ResNet-50)#28Top-1 Accuracy: 57.4
long-tail-learning-on-inaturalist-2018NCL(ResNet-50)#18Top-1 Accuracy: 74.2%
long-tail-learning-on-places-ltNCL(ResNet-152)#12Top-1 Accuracy: 41.5