FeTrIL++: Feature Translation for Exemplar-Free Class-Incremental Learning with Hill-Climbing

no code implementations • 12 Mar 2024 • Eduard Hogea, Adrian Popescu, Darian Onchis, Grégoire Petit

Exemplar-free class-incremental learning (EFCIL) poses significant challenges, primarily due to catastrophic forgetting, necessitating a delicate balance between stability and plasticity to accurately recognize both new and previous classes.

Class Incremental Learning Incremental Learning

Neuro-symbolic model for cantilever beams damage detection

no code implementations • 4 May 2023 • Darian Onchis, Gilbert-Rainer Gillich, Eduard Hogea, Cristian Tufisi

In the last decade, damage detection approaches swiftly changed from advanced signal processing methods to machine learning and especially deep learning models, to accurately and non-intrusively estimate the state of the beam structures.

Dataset Knowledge Transfer for Class-Incremental Learning without Memory

1 code implementation • 16 Oct 2021 • Habib Slim, Eden Belouadah, Adrian Popescu, Darian Onchis

We introduce a two-step learning process which allows the transfer of bias correction parameters between reference and target datasets.

Class Incremental Learning Incremental Learning +1