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Author:

Yu, Rui

Title:

Computer Vision Methods for Enhancing Remote Sighted Assistance

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Remote Sighted Assistance
Computer Vision
Human Trajectory Prediction
Person Search
Field-of-View Extrapolation

File:

Download Dissertation_Rui_Yu.pdfDownload CertificateOfCompletion.pdf

Committee Members:

Jeffrey Bardzell, Program Head/Chair
Minghui Zhu, Outside Unit & Field Member
Syed Billah, Major Field Member
Sharon Huang, Chair & Dissertation Advisor
Jack Carroll, Major Field Member
Zihan Zhou, Special Member

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:

Singal, Garima

Title:

Essays in Applied Machine Learning and Economics

Graduate Program:

Economics (PHD)

Keywords:

Machine Learning
Deep Learning
Computer Vision
Pollution Estimation

File:

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Committee Members:

Marc Albert Henry, Professor in Charge/Director of Graduate Studies
Marc Henry, Major Field Member
Keisuke Hirano, Major Field Member
Manzhu Yu, Outside Unit & Field Member
Minas Sifakis, Special Member
Michael Gechter, Chair & Dissertation Advisor

Author:

Li, Junde

Title:

Machine Learning and Optimization Applications on Near-term Quantum Computers

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Machine Learning
Quantum Computing
Computer Vision
Optimization
Variational Quantum Algorithms
Generative Models
Quantum Computation Advantages

File:

Download phd_dissertation_junde.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Swaroop Ghosh, Chair & Dissertation Advisor
Mehrdad Mahdavi, Major Field Member
Nikolay Dokholyan, Outside Unit & Field Member
Chunhao Wang, Major Field Member

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:

Peck, William

Title:

Network Considerations for a Cloud Manufacturing Marketplace

Graduate Program:

Industrial Engineering (PHD)

Keywords:

Industry 4.0
Cloud Manufacturing
Computer Vision
KAZE Descriptors
Discrete-Event Simulation
Tukey's Honestly Significant Difference

File:

Download Dissertation_Document_WJP_11022023_Final_Submission.pdf

Committee Members:

Steven Landry, Program Head/Chair
Soundar Kumara, Co-Chair & Dissertation Advisor
Saurabh Basu, Major Field Member
Simon Miller, Outside Field Member
Russell Barton, Outside Unit Member
Daniel Finke, Co-Chair & Dissertation Advisor

Author:

Badarinath, Rakshith

Title:

Analytical and Experimental Models for Real-time Feedback Control of Robotic Fused Filament Fabrication System

Graduate Program:

Industrial Engineering (PHD)

Keywords:

Additive Manufacturing
Fused Filament Fabrication
Robotics
Sensing
Control
Computer Vision
Closed-Loop
Synchronization
in-situ inspection
System Identification
Process Model
Modeling

File:

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Committee Members:

Timothy Simpson, Major Field Member
Ed De Meter, Major Field Member
Vittaldas Prabhu, Chair & Dissertation Advisor
Chris Rahn, Outside Unit & Field Member
Steven Landry, Program Head/Chair

Author:

Xue, Yuan

Title:

Deep Generative Models for Medical Images and Beyond

Graduate Program:

Information Sciences and Technology

Keywords:

Deep Learning
Computer Vision
Generative Models
Medical Image Analysis

File:

Download Deep_Generative_Models_for_Medical_Images_and_Beyond.pdf

Committee Members:

Sharon Xiaolei Huang, Dissertation Advisor/Co-Advisor
Sharon Xiaolei Huang, Committee Chair/Co-Chair
Zihan Zhou, Committee Member
Ting Wang, Committee Member
Robert Collins, Outside Member
James Duncan, Special Member
Mary Beth Rosson, Program Head/Chair

Author:

Wu, Chenyan

Title:

Spatial, Temporal, and Morphological Perspectives: Advancing Understanding of Visual Data Depicting Humans

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Computer Vision
Deep Learning
Bodily Expressed Emotion Understanding
Human Pose Estimation
Human Orientation Estimation
Placenta

File:

Download Chenyan_Thesis_final_submission.pdf

Committee Members:

James Wang, Chair & Dissertation Advisor
Sharon Huang, Major Field Member
Alison Gernand, Outside Unit & Field Member
Jeffrey Bardzell, Program Head/Chair
C Lee Giles, Major Field Member

Author:

Khan, Md Fahim

Title:

Constraint Driven Multimodal Edge Intelligence

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Quantization
Mixed Precision
Deep Learning
Online Learning
Quantization
Mixed Precision
Deep Learning
Computer Vision
Online Learning
ReRAM
Crossbar
Energy Harvesting
Power Predictor
Depth Completion
Generative Adversarial Networks
GAN
Image Compression
Sensor Sampling
Sparse Depth
Multimodal Sensing
Sensor Fusion
Sensor Failure
Robustness

File:

Download PSUThesis_Faysal.pdf

Committee Members:

Madhavan Swaminathan, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Mehrdad Mahdavi, Major Field Member
Hadi Hosseini, Outside Unit & Field Member
Siddharth Advani, Special Member