Search Results for author: Richard G. Spencer

Found 3 papers, 1 papers with code

Hyperspectral Reconstruction of Skin Through Fusion of Scattering Transform Features

no code implementations15 Apr 2024 Wojciech Czaja, Jeremiah Emidih, Brandon Kolstoe, Richard G. Spencer

Hyperspectral imagery (HSI) is an established technique with an array of applications, but its use is limited due to both practical and technical issues associated with spectral devices.

Emergence of the SVD as an interpretable factorization in deep learning for inverse problems

1 code implementation18 Jan 2023 Shashank Sule, Richard G. Spencer, Wojciech Czaja

Within the framework of deep learning we demonstrate the emergence of the singular value decomposition (SVD) of the weight matrix as a tool for interpretation of neural networks (NN) when combined with the descrambling transformation--a recently-developed technique for addressing interpretability in noisy parameter estimation neural networks \cite{amey2021neural}.

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