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Author:

Mckay, John David

Title:

Tailored Algorithms for Synthetic Aperture Image Formation and Analysis

Graduate Program:

Electrical Engineering

Keywords:

Synthetic Aperture Sonar
Synthetic Aperture Radar
Deep Learning
Transfer Learning
automatic target recognition

File:

Download JohnMcKay-Dissertation.pdf

Committee Members:

Vishal Monga, Dissertation Advisor/Co-Advisor
Vishal Monga, Committee Chair/Co-Chair
Jesse Louis Barlow, Committee Member
Jeffrey Louis Schiano, Committee Member
Necdet S Aybat, Outside Member

Author:

Tofighi, Mohammad

Title:

Informed Learning for Image Restoration and Understanding

Graduate Program:

Electrical Engineering

Keywords:

Machine Learning
Cell Detection
Image Processing
Image Deblurring
Deep Learning
Video Deblurring

File:

Download Tofighi_Dissertation.pdf

Committee Members:

Vishal Monga, Dissertation Advisor/Co-Advisor
Vishal Monga, Committee Chair/Co-Chair
William Evan Higgins, Committee Member
Jeffrey Louis Schiano, Committee Member
Leonid V Berlyand, Outside Member
Kultegin Aydin, Program Head/Chair

Author:

Cherukuri, Venkateswara Rao

Title:

Domain Enriched Learning for Brain Image Analysis

Graduate Program:

Electrical Engineering

Keywords:

Brain Imaging
MRI
CT
Machine Learning
Deep Learning
Priors

File:

Download venkat_thesis.pdf

Committee Members:

Vishal Monga, Dissertation Advisor/Co-Advisor
Vishal Monga, Committee Chair/Co-Chair
Vijaykrishnan Narayanan, Committee Member
Nanyin Zhang, Committee Member
Jesse Louis Barlow, Outside Member
Steven Schiff, Dissertation Advisor/Co-Advisor
Steven Schiff, Committee Chair/Co-Chair
Kultegin Aydin, Program Head/Chair

Author:

Yazdani, Amirsaeed

Title:

Training-Robust Design of Deep Neural Networks for Imaging and Vision

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Computer Vision
Image Processing
Artificial Intelligence
Deep Learning
Neural Networks
Photoacoustic Target Localization
Image Relighting
Active Learning
Semantic Segmentation

File:

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Committee Members:

Madhavan Swaminathan, Program Head/Chair
Robert Collins, Major Field Member
William Higgins, Major Field Member
Houtan Jebelli, Outside Unit & Field Member
Vishal Monga, Chair & Dissertation Advisor

Author:

Metwaly, Kareem

Title:

Explainable, Informed Deep Learning For Signal And Image Estimation

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Deep Learning
Neural Network
Image Processing
Signal Processing
Algorithm Unrolling
Dehazing
Beampattern Design
Classification
Computer Vision
Attribute Prediction
Prior Guided
Informed Learning
Estimation

File:

Download KareemMetwaly.pdf

Committee Members:

Abhronil Sengupta, Major Field Member
William Higgins, Major Field Member
Vikash Gayah, Outside Unit & Field Member
Vishal Monga, Chair & Dissertation Advisor
Thomas La Porta, Program Head/Chair

Author:

Li, Xuelu

Title:

Regularized Learning for Discriminative Problems in Image Recognition

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Histopathological Image Classification
Fine-grained Image Classification
3-D Vessel Segmentation
Sparse Representation based Classification
Deep Learning
Shared Feature Learning

File:

Download xuelu_thesis.pdf

Committee Members:

Puneet Singla, Outside Unit & Field Member
William Higgins, Major Field Member
Vishal Monga, Chair & Dissertation Advisor
Kultegin Aydin, Program Head/Chair
Jing Yang, Major Field Member