no code implementations • 18 Jan 2024 • Lorenzo Vorabbi, Davide Maltoni, Guido Borghi, Stefano Santi
On-device learning remains a formidable challenge, especially when dealing with resource-constrained devices that have limited computational capabilities.
no code implementations • 29 Aug 2023 • Lorenzo Vorabbi, Davide Maltoni, Stefano Santi
Existing Continual Learning (CL) solutions only partially address the constraints on power, memory and computation of the deep learning models when deployed on low-power embedded CPUs.
no code implementations • 4 May 2023 • Lorenzo Vorabbi, Davide Maltoni, Stefano Santi
Binary Neural Networks (BNNs) use 1-bit weights and activations to efficiently execute deep convolutional neural networks on edge devices.