iCaRL: Incremental Classifier and Representation Learning

Benchmark Model Rank Results
class-incremental-learning-on-cifar100iCaRL#310-stage average accuracy: 63.24
incremental-learning-on-cifar-100-50-classes-2iCaRL*#13Average Incremental Accuracy: 52.57
incremental-learning-on-cifar-100-50-classes-3iCaRL*#12Average Incremental Accuracy: 57.17
incremental-learning-on-cifar-100-50-classes-4iCaRL#4Average Incremental Accuracy: 71.33
incremental-learning-on-cifar-100-b0-5stepsiCaRL#7Average Incremental Accuracy: 71.14
incremental-learning-on-imagenet-10-stepsiCaRL#7Average Incremental Accuracy: 38.40Final Accuracy: 22.70
incremental-learning-on-imagenet-100-50-3iCaRL*#5Average Incremental Accuracy: 65.56
incremental-learning-on-imagenet100-10-stepsiCaRL#12Average Incremental Accuracy Top-5: 83.60Final Accuracy Top-5: 63.80