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cs.LG2024
Tuning the Frequencies: Robust Training for Sinusoidal Neural Networks
Tiago Novello, Diana Aldana, Andre Araujo +1
Sinusoidal neural networks have been shown effective as implicit neural representations (INRs) of low-dimensional signals, due to their smoothness and high representation capacity.…
cs.CV2024★ 3 cited
Implicit Neural Representation of Tileable Material Textures
Hallison Paz, Tiago Novello, Luiz Velho
We explore sinusoidal neural networks to represent periodic tileable textures. Our approach leverages the Fourier series by initializing the first layer of a sinusoidal neural netw…