Continual learning via local module composition

O Ostapenko, P Rodriguez… - Advances in Neural …, 2021 - proceedings.neurips.cc
Modularity is a compelling solution to continual learning (CL), the problem of modeling
sequences of related tasks. Learning and then composing modules to solve different tasks …

Continual hippocampus segmentation with transformers

A Ranem, C González… - Proceedings of the …, 2022 - openaccess.thecvf.com
In clinical settings, where acquisition conditions and patient populations change over time,
continual learning is key for ensuring the safe use of deep neural networks. Yet most …

Effects of architectures on continual semantic segmentation

T Kalb, N Ahuja, J Zhou… - 2023 IEEE Intelligent …, 2023 - ieeexplore.ieee.org
Research in the field of Continual Semantic Segmentation is mainly investigating novel
learning algorithms to overcome catastrophic forgetting of neural networks. Most recent …