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Author:

Bangalore Narasimha Prasad, Sumukha

Title:

Ultrasound Computed Tomography using Deep Learning

Graduate Program:

Computer Science and Engineering

Keywords:

Ultrasound Computer Tomograpghy
Deep Learning
CRF
Encoder-Decoder
Reconstruction

File:

Download SumkhaPrasad_Master_Thesis.pdf

Committee Members:

Mohamed Khaled Almekkawy, Thesis Advisor/Co-Advisor
William Evan Higgins, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Dasari, Chandu

Title:

Action classification for videos in sports

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Computer Vision
Sports Analytics
Human Pose Estimation
Open Pose
YoloV5
Machine Learning
Deep Learning

File:

Download Thesis_Chandu_Dasari.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Mahanth Gowda, Thesis Advisor/Co-Advisor
Mahmut Taylan Kandemir, Thesis Advisor/Co-Advisor
Bhuvan Narendra Urgaonkar, Thesis Advisor/Co-Advisor

Author:

Reimer, Tyler

Title:

A UAV IMAGING APPLICATION TO MONITOR BLACK CHERRY FLOWERING AND REGENERATION IN ALLEGHENY NATIONAL FOREST IN PENNSYLVANIA

Graduate Program:

Agricultural and Biological Engineering (MS)

Keywords:

UAV
Drone
Black Cherry
Machine Learning
Computer Vision
Deep Learning
YOLO

File:

Download Tyler_Reimer_Thesis.pdf

Committee Members:

Suat Irmak, Program Head/Chair
Daeun Choi, Thesis Advisor/Co-Advisor
Kelli Hoover, Committee Member
Douglas Alan Miller, Committee Member

Author:

Xin, Yanan

Title:

Mobility-Based Anomaly Detection

Graduate Program:

Geography

Keywords:

Mobility Analysis
Anomaly Detection
Spatial Data Mining
Deep Learning
Machine Learning

File:

Download Doctoral_Dissertation_Xin.pdf

Committee Members:

Alan M Mac Eachren, Dissertation Advisor/Co-Advisor
Alan M Mac Eachren, Committee Chair/Co-Chair
Manzhu Yu, Committee Member
Justine Blanford, Committee Member
Xiaolong (Luke) Zhang, Outside Member
Cynthia Ann Brewer, Program Head/Chair

Author:

Mojahed Yazdi, Reza

Title:

A HYBRID DEEP LEARNING MODEL OF PROCESS-BUILD INTERACTIONS IN ADDITIVE MANUFACTURING

Graduate Program:

Industrial Engineering

Keywords:

Deep Learning
Wavelet Analysis
Process Monitoring
Texture Analysis
Additive Manufacturing
Laser Powder Bed Fusion
Data Analysis
Machine Learning

File:

Download Reza_Mojahed_Yazdi_Master_Thesis.pdf

Committee Members:

Hui Yang, Thesis Advisor/Co-Advisor
Steven James Landry, Program Head/Chair
Soundar Rajan Tirupatikumara, Committee Member
Clyde Lee Giles, Committee Member

Author:

Alshahrani, Mohammed

Title:

deep learning approaches for object tracking and motion estimation of ultrasound imaging sequences

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Deep Learning
Object tracking
CFNet
Advanced-CFNet

File:

Download Final_submission.pdf

Committee Members:

John Sampson, Professor in Charge/Director of Graduate Studies
Mohamed Khaled Almekkawy, Thesis Advisor/Co-Advisor
William Evan Higgins, Committee Member

Author:

Karanam, Kavya Laalasa

Title:

Story Generation Using Intermediate Plot Representation

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Story Summary Block Generation
Natural Language Processing
Deep Learning
Storyline Planning

File:

Download Karanam_KavyaLaalasa_Thesis_2021.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
C Lee Giles, Thesis Advisor/Co-Advisor
Rui Zhang, Committee Member
Ting-Hao (Kenneth) Huang, Thesis Advisor/Co-Advisor

Author:

Chaemchuen, Piyaphat

Title:

Suspended Sediment Concentration prediction using Deep Learning across the Contiguous United States

Graduate Program:

Civil Engineering (MS)

Keywords:

Suspended Sediment Concentration prediction
Deep Learning
Long Short-Term memory model
The Contiguous United States
Large-scale modeling

File:

Download PIYAPHAT_CHAEMCHUEN_S_THESIS__FIX_REFERENCES_.pdf

Committee Members:

Patrick Fox, Program Head/Chair
Chaopeng Shen, Thesis Advisor/Co-Advisor
Xiaofeng Liu, Committee Member
Li Li, Committee Member

Author:

Sarma, Anup

Title:

Optimizing Deep Learning for Memory and Compute : A joint Algorithm-Architecture Exploration

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Deep Learning
Computer Architecture
Main Memory
CNN and RNN-LSTM
Inference and Training
Sparsity
Performance and Energy Efficiency

File:

Download Dissertation_copy_Final2.pdf

Committee Members:

Vijaykrishnan Narayanan, Major Field Member
C Lee Giles, Outside Unit & Field Member
Asit K Mishra, Special Member
Chitaranjan Das, Program Head/Chair
Mahmut Kandemir, Dissertation Co-Advisor
Chitaranjan Das, Chair & Co-Dissertation Advisr

Author:

Sadat Mohammadi, Milad

Title:

Human-Centric Digital Twin Model of Electric System Maintenance Technicians for Near Real-Time Health and Ergonomic Postural Risk Monitoring

Graduate Program:

Architectural Engineering (PHD)

Keywords:

Human Centric Digital Twin Model
Health Monitoring
Machine Learning
Deep Learning
Ergonomic Risk Assessment

File:

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Committee Members:

Somayeh Asadi, Professor in Charge/Director of Graduate Studies
Somayeh Asadi, Co-Chair & Dissertation Advisor
John Messner, Major Field Member
Houtan Jebelli, Co-Chair & Dissertation Advisor
Mehdi Kiani, Outside Unit & Field Member

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:

Kumar, Adithya

Title:

Leveraging Heterogeneity in Designing Systems For Emerging Datacenter Applications

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Heterogeneity
Tail Latency
Deep Learning
SmartNIC
GPU

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Timothy Zhu, Co-Chair of Committee
Bhuvan Urgaonkar, Major Field Member
Anand Sivasubramaniam, Co-Chair & Dissertation Advisor
Qian Wang, Outside Unit & Field Member

Author:

Hall, Kenneth

Title:

Neural Dynamic Mode Decomposition

Graduate Program:

Engineering Science and Mechanics (PHD)

Keywords:

Deep Learning
Neural Network
Dynamic Mode Decomposition
Koopman Operator Theory
Dynamical Systems
NDMD
Acoustic Classification

File:

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Committee Members:

Albert Segall, Program Head/Chair
Joseph Cusumano, Major Field Member
Bruce Gluckman, Chair & Dissertation Advisor
Pierre-Emmanuel Jabin, Outside Unit & Field Member
Joonho Daniel Park, Special Member
Francesco Costanzo, 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:

Heebner, Jessica

Title:

Visual Proteomics of Neuronal Growth Cones: Deep Learning Segmentation for Large Scale Analysis of Cryo-Electron Tomograms

Graduate Program:

Biomedical Sciences (PHD)

Keywords:

cryoEM
cryoET
Deep Learning
Image Segmentation
Growth Cones
Proteomics
Actin
Cofilactin
TriC/CCT
Tomography

File:

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Committee Members:

David Degraff, Co-Chair & Outside Field Member
Richard Mailman, Outside Unit Member
Matthew Swulius, Chair & Dissertation Advisor
Maria Bewley, Major Field Member
Fang Tian, Major Field Member
Lisa Shantz, Program Head/Chair

Author:

Xu, Dongkuan

Title:

Resource-efficient Deep Learning: Democratizing AI at Scale

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Deep Learning
Democratization
Efficient
Artificial Intelligence
Model Compression
Graph Neural Network
Acceleration

File:

Download PhD_dessertation_Dongkuan_Xu_Resource_efficient_Deep_Learning_FinalVersion.pdf

Committee Members:

Dongwon Lee, Major Field Member
Xiang Zhang, Chair & Dissertation Advisor
Xiao Liu, Outside Unit & Field Member
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Major Field Member

Author:

Mahmud, Md Sultan

Title:

STUDY OF CORE TECHNOLOGIES IN TREE CANOPY PARAMETER MEASUREMENTS FOR DEVELOPING AN ADVANCED PRECISION SPRAYER

Graduate Program:

Agricultural and Biological Engineering (PHD)

Keywords:

Tree Canopy Sensing
Canopy Density Measurement
Canopy Volume Measurement
LiDAR Sensing
Camera Vision System
Deep Learning
Unmanned Aerial Vehicle
Precision Spraying
Site-Specific Management
Precision Crop Protection

File:

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Committee Members:

Long He, Chair & Dissertation Advisor
Daeun Choi, Major Field Member
Grzegorz Krawczyk, Outside Unit & Field Member
Paul Heinemann, Major Field Member
Heping Zhu, Special Member
Suat Irmak, Program Head/Chair

Author:

Tan, Tianxiang

Title:

Deep learning on Mobile Devices with Neural Processing Units

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Mobile computing
Edge computing
Deep Learning

File:

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Committee Members:

Bhuvan Urgaonkar, Major Field Member
Suhang Wang, Outside Unit & Field Member
Mahanth Gowda, Major Field Member
Guohong Cao, Chair & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

Author:

Jenkins, Porter

Title:

Towards Sample Efficiency in Deep Learning

Graduate Program:

Information Sciences and Technology

Keywords:

Deep Learning
Machine Learning
Bayesian
Representation Learning

File:

Download Final_Defense__Towards_Statistical_Efficiency_in_Deep_Learning.pdf

Committee Members:

Jessie Li, Dissertation Advisor/Co-Advisor
Jessie Li, Committee Chair/Co-Chair
Suhang Wang, Committee Member
Zihan Zhou, Committee Member
Ephraim Mont Hanks, Outside Member
Vasant Gajanan Honavar, Program Head/Chair

Author:

Gupta, Shantanu

Title:

Predicting Driver's Takeover Decisions in a Conditionally Automated Vehicle with Gaze Based Deep Learning Architectures

Graduate Program:

Industrial Engineering (MS)

Keywords:

Conditionally Automated Vehicles
Machine Learning
Deep Learning
Situational Awareness
Takeover Performance

File:

Download Shantanu_Masters_Thesis.pdf

Committee Members:

Yiqi Zhang, Thesis Advisor/Co-Advisor
Vittaldas V Prabhu, Committee Member
Steven Landry, Program Head/Chair