Continual Learning - Eval Metrics

Last modified: July 21, 2026

Overall Performance

Evaluated by average accuracy (AA) and average incremental accuracy(AIA). Let $a_{k,j}$ be the classification accuracy evaluated on the j-th task’s test data after the incremental learning of the k-th task ($j\leq k$)

Memory Stability

Evaluated by Forgetting Measure(FM) and Backward Transfer(BWT)