Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning

Benchmark Model Rank Results
incremental-learning-on-cifar-100-50-classes-10-steps-of-5-classesTCIL#1Average Incremental Accuracy: 73.72
incremental-learning-on-cifar-100-50-classes-10-steps-of-5-classesTCIL-Lite#2Average Incremental Accuracy: 73.50
incremental-learning-on-cifar-100-50-classes-2-steps-of-25-classesTCIL#1Average Incremental Accuracy: 76.42
incremental-learning-on-cifar-100-50-classes-2-steps-of-25-classesTCIL-Lite#2Average Incremental Accuracy: 74.95
incremental-learning-on-cifar-100-50-classes-5-steps-of-10-classesTCIL#1Average Incremental Accuracy: 74.88
incremental-learning-on-cifar-100-50-classes-5-steps-of-10-classesTCIL-Lite#2Average Incremental Accuracy: 74.30
incremental-learning-on-cifar-100-b0-5steps-of-20-classesTCIL#2Average Incremental Accuracy: 77.72
incremental-learning-on-cifar-100-b0-5steps-of-20-classesTCIL-Lite#3Average Incremental Accuracy: 76.96
incremental-learning-on-cifar100-b0-10steps-of-10-classesTCIL#2Average Incremental Accuracy: 77.30
incremental-learning-on-cifar100-b0-10steps-of-10-classesTCIL-Lite#3Average Incremental Accuracy: 76.74
incremental-learning-on-cifar100b020step-5classesperstepTCIL-Lite#2Average Incremental Accuracy: 75.47
incremental-learning-on-cifar100b020step-5classesperstepTCIL#3Average Incremental Accuracy: 75.11
incremental-learning-on-imagenet100-10-stepsTCIL#3Average Incremental Accuracy: 77.66Final Accuracy: 67.34…
incremental-learning-on-imagenet100-10-stepsTCIL-Lite#4Average Incremental Accuracy: 77.50Final Accuracy: 67.30…