1 code implementation • 10 Dec 2019 • Maria Ximena Bastidas Rodriguez, Adrien Gruson, Luisa F. Polania, Shin Fujieda, Flavio Prieto Ortiz, Kohei Takayama, Toshiya Hachisuka
Even though convolutional neural networks have become the method of choice in many fields of computer vision, they still lack interpretability and are usually designed manually in a cumbersome trial-and-error process.
1 code implementation • 20 May 2018 • Shin Fujieda, Kohei Takayama, Toshiya Hachisuka
Given that spatial and spectral approaches are known to have different characteristics, it will be interesting to incorporate a spectral approach into CNNs.
2 code implementations • 24 Jul 2017 • Shin Fujieda, Kohei Takayama, Toshiya Hachisuka
Based on this insight, we generalize both layers to perform a spectral analysis with wavelet transform.