Class-Incremental Learning of Plant and Disease Detection: Growing Branches with Knowledge Distillation

no code implementations • 13 Apr 2023 • Mathieu Pagé Fortin

We then compare three class-incremental learning methods that leverage different forms of knowledge distillation to mitigate catastrophic forgetting.

Class Incremental Learning Class-Incremental Object Detection +4

Towards Contextual Learning in Few-shot Object Classification

no code implementations • 13 Dec 2019 • Mathieu Pagé Fortin, Brahim Chaib-Draa

Inspired by the concept of contextual learning in educational sciences, we propose to make a step towards adopting this principle in FSL by studying the contribution that context can have in object classification in a low-data regime.

Classification Few-Shot Learning +3