Northwestern University

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Solution of Inverse Problem using Learning

Description:

In this dissertation, we start with the dictionary learning (DL) based single-frame super-resolution (SR) problem, where low resolution (LR) input frames are super-resolved to high resolution (HR) output frames. We propose to extend the previous single-frame SR methods to multiple-frames, i.e., estimating single HR output frame by multiple LR input...

Keyword:

adaptive sampling, super resolution, inverse problem, image fusion, deep learning, and machine learning

Subject:

Electrical Engineering

Creator:

Qiqin Dai

Owner:

Scholarly Digital Publishing

Date Uploaded:

10/26/2018

Date Modified:

01/29/2019

Date Created:

2017-01-01

Resource Type:

Dissertation