22 citations · 42 across the 5 of their papers we have counts for
3 papers · 1 filter
CUF: Continuous Upsampling Filters
Cristina Vasconcelos, Cengiz Oztireli, Mark Matthews +3
Neural fields have rapidly been adopted for representing 3D signals, but their application to more classical 2D image-processing has been relatively limited. In this paper, we cons…
ConformalLayers: A non-linear sequential neural network with associative layers
Eduardo Vera Sousa, Leandro A. F. Fernandes, Cristina Nader Vasconcelos
Convolutional Neural Networks (CNNs) have been widely applied. But as the CNNs grow, the number of arithmetic operations and memory footprint also increase. Furthermore, typical no…
Bridging the Gap Between Adversarial Robustness and Optimization Bias
Fartash Faghri, Sven Gowal, Cristina Vasconcelos +3
We demonstrate that the choice of optimizer, neural network architecture, and regularizer significantly affect the adversarial robustness of linear neural networks, providing guara…