Efficient Hardware Implementation of Incremental Learning and Inference on Chip

no code implementations • 18 Nov 2019 • Ghouthi Boukli Hacene, Vincent Gripon, Nicolas Farrugia, Matthieu Arzel, Michel Jezequel

In this paper, we tackle the problem of incrementally learning a classifier, one example at a time, directly on chip.

Incremental Learning Quantization +1

Transfer Incremental Learning using Data Augmentation

no code implementations • 4 Oct 2018 • Ghouthi Boukli Hacene, Vincent Gripon, Nicolas Farrugia, Matthieu Arzel, Michel Jezequel

Deep learning-based methods have reached state of the art performances, relying on large quantity of available data and computational power.

Data Augmentation Incremental Learning