One-dimensional Deep Image Prior for Time Series Inverse Problems

Sriram Ravula, Alexandros G. Dimakis

We extend the Deep Image Prior (DIP) framework to one-dimensional signals. DIP is using a randomly initialized convolutional neural network (CNN) to solve linear inverse problems b…