45 citations · 120 across the 17 of their papers we have counts for
4 papers · 1 filter
Stacked Denoising Autoencoders and Transfer Learning for Immunogold Particles Detection and Recognition
Ricardo Gamelas Sousa, Jorge M. Santos, Luís M. Silva +7
In this paper we present a system for the detection of immunogold particles and a Transfer Learning (TL) framework for the recognition of these immunogold particles. Immunogold par…
Distributed learning of CNNs on heterogeneous CPU/GPU architectures
Jose Marques, Gabriel Falcao, Luís A. Alexandre
Convolutional Neural Networks (CNNs) have shown to be powerful classification tools in tasks that range from check reading to medical diagnosis, reaching close to human perception,…
Distribution-Based Categorization of Classifier Transfer Learning
Ricardo Gamelas Sousa, Luís A. Alexandre, Jorge M. Santos +2
Transfer Learning (TL) aims to transfer knowledge acquired in one problem, the source problem, onto another problem, the target problem, dispensing with the bottom-up construction…
Understanding trained CNNs by indexing neuron selectivity
Ivet Rafegas, Maria Vanrell, Luis A. Alexandre +1
The impressive performance of Convolutional Neural Networks (CNNs) when solving different vision problems is shadowed by their black-box nature and our consequent lack of understan…