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Author:

Jarvinen, Thomas Dunn

Title:

Early Season Crop Load Estimation and Yield Prediction in Apple Orchards

Graduate Program:

Agricultural and Biological Engineering

Keywords:

Precision Agriculture
Computer Vision
Yield Prediction
Yield Mapping
Deep Learning
Multiple Object Tracking

File:

Download ThomasJarvinenThesis.pdf

Committee Members:

Daeun Choi, Thesis Advisor/Co-Advisor
Paul Heinz Heinemann, Committee Member
Tara Auxt Baugher, Committee Member
James Rawlinson Schupp, Committee Member

Author:

Yang, Xiao

Title:

Robust Text Spotting in Natural Images with Deep Neural Networks

Graduate Program:

Computer Science and Engineering

Keywords:

Text Spotting
Text Recognition
Deep Learning
Computer Vision
Text Detection

File:

Download XiaoYang_Dissertation.pdf

Committee Members:

Daniel Kifer, Dissertation Advisor/Co-Advisor
Daniel Kifer, Committee Chair/Co-Chair
Clyde Lee Giles, Committee Member
Robert Collins, Committee Member
Zihan Zhou, Outside Member

Author:

Ravichandran, Bharadwaj

Title:

BioPose-3D and PressNet-KL: A Path to Understanding Human Pose Stability from Video

Graduate Program:

Computer Science and Engineering

Keywords:

Foot Pressure Estimation
Pose Estimation
Human Stability
Deep Learning
Computer Vision

File:

Download BioPose3D_and_PressNet_KL__A_Path_to_Understanding_Stability_from_Video.pdf

Committee Members:

Yanxi Liu, Thesis Advisor/Co-Advisor
Robert Collins, Committee Member
William Evan Higgins, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Jiang, Zhouqian

Title:

Automated Construction Progress Monitoring using Image Segmentation and Building Information Models

Graduate Program:

Architectural Engineering (PHD)

Keywords:

Construction Progress Monitoring
Building Information Modeling (BIM)
Computer Vision
Image Segmentation
Deep Learning

File:

Download Zhouqian_Jiang_Dissertation_Updated.pdf

Committee Members:

Rob Leicht, Major Field Member
John Messner, Chair & Dissertation Advisor
Julian Wang, Professor in Charge/Director of Graduate Studies
Yuqing Hu, Major Field Member
Yanxi Liu, Outside Unit & Field 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:

Mirbod, Omeed

Title:

In-field Imaging of Apple Orchards Using Stereo Vision for Improved Fruit Size and Yield Estimation

Graduate Program:

Agricultural and Biological Engineering

Keywords:

Machine Vision
Deep Learning
Precision Agriculture
Apple Fruit Sizing
Computer Vision

File:

Download Omeed_Mirbod_MS_Thesis.pdf

Committee Members:

Daeun Choi, Thesis Advisor/Co-Advisor
Richard P Marini, Committee Member
Long He, Committee Member
Paul Heinz Heinemann, Committee Member
Paul Heinz Heinemann, 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:

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:

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