Elastic Feature Consolidation for Cold Start Exemplar-free Incremental Learning

1 code implementation • 6 Feb 2024 • Simone Magistri, Tomaso Trinci, Albin Soutif-Cormerais, Joost Van de Weijer, Andrew D. Bagdanov

Experimental results on CIFAR-100, Tiny-ImageNet, ImageNet-Subset and ImageNet-1K demonstrate that Elastic Feature Consolidation is better able to learn new tasks by maintaining model plasticity and significantly outperform the state-of-the-art.

Class Incremental Learning Incremental Learning