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2. Visual Characteristics for Computational Prediction of Aesthetics and Evoked Emotions

open_access
Open Access
Author:
Lu, Xin
Title:
Visual Characteristics for Computational Prediction of Aesthetics and Evoked Emotions
Graduate Program:
Information Sciences and Technology
Keywords:
Image Aesthetics Assessment
Emotion Prediction
Deep Learning
File:
Download phd_dissertation_xinlu.pdf
Committee Members:
James Z Wang, Dissertation Advisor/Co-Advisor
James Z Wang, Committee Chair/Co-Chair
Mary Beth Rosson, Committee Member
Reginald Adams Jr., Committee Member
Michelle Gayle Newman, Committee Member
Jia Li, Committee Member

3. Context Modeling for Semantic Text Matching and Scene Text Detection

open_access
Open Access
Author:
Huang, Wenyi
Title:
Context Modeling for Semantic Text Matching and Scene Text Detection
Graduate Program:
Information Sciences and Technology
Keywords:
Citation Recommendation
Scene Text Detection
Deep Learning
Neural Networks
Context Modeling
Text in the Wild
File:
Download WenyiHuang-Dissertation.pdf
Committee Members:
C Lee Giles, Dissertation Advisor/Co-Advisor
C Lee Giles, Committee Chair/Co-Chair
Zhenhui Li, Committee Member
Anna Cinzia Squicciarini, Committee Member
Daniel Kifer, Outside Member

4. Dense Convolutional Object Detectors for Visual Assistive Systems On Mobile Platform

open_access
Open Access
Author:
Krishna, Vinayaka N
Title:
Dense Convolutional Object Detectors for Visual Assistive Systems On Mobile Platform
Graduate Program:
Computer Science
Keywords:
Convolutional Neural Network
DenseNets
ResNet
Deep Learning
Visual Assistance System
Mobile Deep Learning
File:
Download VinayakaKrishna-DissertationFinal4.pdf
Committee Members:
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Sampson, Committee Member
Bhuvan Urgaonkar, Committee Member

6. Prediction and Estimation of Human Motion using Generative-Adversarial Network

open_access
Open Access
Author:
Subbakrishna Adishesha, Amogh
Title:
Prediction and Estimation of Human Motion using Generative-Adversarial Network
Graduate Program:
Electrical Engineering
Keywords:
GANs
LSTM
Motion Prediction
Deep Learning
Neural Networks
AI
Prediction Error
File:
Download PS-Thesis-AmoghFinal.pdf
Committee Members:
Robert Collins, Thesis Advisor/Co-Advisor
David Jonathan Miller, Committee Member
Mehdi Kiani, Committee Member

7. On a Computation Model for Human and Machine Symmetry Perception

open_access
Open Access
Author:
Funk, Christopher A
Title:
On a Computation Model for Human and Machine Symmetry Perception
Graduate Program:
Computer Science and Engineering
Keywords:
Symmetry
Deep Learning
Convolutional Neural Networks
Machine Learning
Wallpaper Groups
Topology Comparison
EEG
File:
Download ChristopherFunk-Dissertation.pdf
Committee Members:
Yanxi Liu, Dissertation Advisor/Co-Advisor
Yanxi Liu, Committee Chair/Co-Chair
Robert Collins, Committee Member
William Evan Higgins, Committee Member
David T Reitter, Outside Member

8. Tailored Algorithms for Synthetic Aperture Image Formation and Analysis

open_access
Open Access
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

9. Understanding Hydrologic Functions of Water Storage and Soil Moisture and Improving Predictive Capability using Big Data Machine Learning Methods

open_access
Open Access
Author:
Fang, Kuai
Title:
Understanding Hydrologic Functions of Water Storage and Soil Moisture and Improving Predictive Capability using Big Data Machine Learning Methods
Graduate Program:
Civil Engineering
Keywords:
Hydrology
Watershed Functioning
Water Storage
Soil Moisture
Machine Learning
Deep Learning
File:
Download Kuai_Thesis_Final.pdf
Committee Members:
Chaopeng Shen, Dissertation Advisor/Co-Advisor
Chaopeng Shen, Committee Chair/Co-Chair
Xiaofeng Liu, Committee Member
Klaus Keller, Committee Member
Daniel Kifer, Outside Member

10. CONTEXT-AWARE COLLABORATIVE OBJECT RECOGNITION FOR MULTI CAMERA TIME SERIES DATA

open_access
Open Access
Author:
Shin, Philip
Title:
CONTEXT-AWARE COLLABORATIVE OBJECT RECOGNITION FOR MULTI CAMERA TIME SERIES DATA
Graduate Program:
Computer Science and Engineering
Keywords:
Context-Aware
Object Detection
Deep Learning
Convolutional Neural Network
MVCNN-Wavg
Multi Camera
Distributed System
File:
Download Shin_Philip_Thesis.pdf
Committee Members:
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Morgan Sampson, Thesis Advisor/Co-Advisor

12. Early Season Crop Load Estimation and Yield Prediction in Apple Orchards

open_access
Open Access
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

13. Scene Text Understanding in Natural Images With Convolutional Neural Networks

open_access
Open Access
Author:
He, Dafang
Title:
Scene Text Understanding in Natural Images With Convolutional Neural Networks
Graduate Program:
Information Sciences and Technology
Keywords:
Deep Learning
Convolutional Neural Networks
Scene Text
Detection
File:
Download DafangHe_Dissertation.pdf
Committee Members:
Clyde Lee Giles, Dissertation Advisor/Co-Advisor
Clyde Lee Giles, Committee Chair/Co-Chair
Zihan Zhou, Committee Member
James Z Wang, Committee Member
Daniel Kifer, Outside Member

15. Robust Text Spotting in Natural Images with Deep Neural Networks

open_access
Open Access
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

16. Informed Learning for Image Restoration and Understanding

open_access
Open Access
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

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

open_access
Open Access
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

18. Domain Enriched Learning for Brain Image Analysis

open_access
Open Access
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

19. Modeling, Prediction and Control of Engineering Systems with Long Short-Term Memory

open_access
Open Access
Author:
Fu, Yiwei
Title:
Modeling, Prediction and Control of Engineering Systems with Long Short-Term Memory
Graduate Program:
Mechanical Engineering
Keywords:
Artificial Intelligence
Deep Learning
Robotics
Representation Learning
Autonomous Systems
Time Series
File:
Download YiweiFu-Dissertation.pdf
Committee Members:
Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Bo Cheng, Committee Member
Minghui Zhu, Outside Member
Shashi Phoha, Outside Member
Thomas Wettergren, Special Member
Daniel Connell Haworth, Program Head/Chair

20. ATOMISTIC LEVEL INVESTIGATION OF DISSOLUTION, PRECIPITATION AND SURFACE DIFFUSION DYNAMICS AT THE AQUEOUS INTERFACES USING REAXFF AND APPLICATION OF DEEP LEARNING TO FORCE FIELD PARAMETERIZATION

open_access
Open Access
Author:
Sengul, Mert Yigit
Title:
ATOMISTIC LEVEL INVESTIGATION OF DISSOLUTION, PRECIPITATION AND SURFACE DIFFUSION DYNAMICS AT THE AQUEOUS INTERFACES USING REAXFF AND APPLICATION OF DEEP LEARNING TO FORCE FIELD PARAMETERIZATION
Graduate Program:
Materials Science and Engineering
Keywords:
Cold Sintering Process
ReaxFF
Aqueous Interfaces
Deep Learning
Machine Learning
Molecular Dynamics
Surface Diffusion
Langmuir Model
File:
Download Sengul_MY_Dissertation_MatSE.pdf
Committee Members:
Clive A Randall, Dissertation Advisor/Co-Advisor
Clive A. Randall, Committee Chair/Co-Chair
Adrianus C Van Duin, Committee Chair/Co-Chair
Ismaila Dabo, Committee Member
Enrique Daniel Gomez, Outside Member
Adrianus C Van Duin, Dissertation Advisor/Co-Advisor
John C Mauro, Program Head/Chair

21. Towards a Proactive Real-Time Data-Driven Musculoskeletal Disorders Prevention Approach in Construction

open_access
Open Access
Author:
Zhao, Junqi
Title:
Towards a Proactive Real-Time Data-Driven Musculoskeletal Disorders Prevention Approach in Construction
Graduate Program:
Architectural Engineering
Keywords:
Construction Safety Management
Proactive Injury Prevention
Wearable Sensing
Machine Learning
Deep Learning
Ergonomics
Construction Safety Management
Injury Prevention
Wearable Sensing
Machine Learning
Deep Learning
Ergonomics
File:
Download Ph.D._Dissertation__Junqi_Zhao_.pdf
Committee Members:
Esther Adhiambo Obonyo, Dissertation Advisor/Co-Advisor
Esther Adhiambo Obonyo, Committee Chair/Co-Chair
Somayeh Asadi, Committee Member
Sven G Bilen, Committee Member
Andris Freivalds, Outside Member
Sez Atamturktur, Program Head/Chair

22. Supervised Machine Learning for Region Assignment of Zebrafish Brain Nuclei based on Computational Assessment of Cell Neighborhoods

open_access
Open Access
Author:
Gupta, Samarth
Title:
Supervised Machine Learning for Region Assignment of Zebrafish Brain Nuclei based on Computational Assessment of Cell Neighborhoods
Graduate Program:
Information Sciences and Technology
Keywords:
Deep Learning
Microtomography
File:
Download thesis_samarth.pdf
Committee Members:
Sharon Xiaolei Huang, Thesis Advisor/Co-Advisor
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Committee Member
Fenglong Ma, Committee Member

24. Beyond Accurate Graph Neural Networks

open_access
Open Access
Author:
Tang, Xianfeng
Title:
Beyond Accurate Graph Neural Networks
Graduate Program:
Information Sciences and Technology
Keywords:
Machine Learning
Data Mining
Graph Data
Graph Neural Networks
Adversarial Attack
Robustness
Fairness
Explainable Machine Learning
Deep Learning
File:
Download Final_Dissertation_Beyond_Accurate_Graph_Neural_Networks.pdf
Committee Members:
Prasenjit Mitra, Dissertation Advisor/Co-Advisor
Prasenjit Mitra, Committee Chair/Co-Chair
Suhang Wang, Committee Chair/Co-Chair
Xiang Zhang, Committee Member
Wang-Chien Lee, Outside Member
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Dissertation Advisor/Co-Advisor

25. Towards Designing Accurate Detection Methods for Emerging Cyber Threats

open_access
Open Access
Author:
Yuan, Lun Pin
Title:
Towards Designing Accurate Detection Methods for Emerging Cyber Threats
Graduate Program:
Computer Science and Engineering (PHD)
Keywords:
Anomaly Detection
Cybersecurity
Machine Learning
Deep Learning
Cyberthreats
Malware
File:
Download lunpin_dissertation.pdf
Committee Members:
Peng Liu, Co-Chair of Committee
G. Tan, Major Field Member
Sencun Zhu, Chair & Dissertation Advisor
Anna Squicciarini, Outside Unit & Field Member
Guohong Cao, Major Field Member
Chitaranjan Das, Program Head/Chair

26. Adversarial Attacks and Defense in Long Short-Term Memory Recurrent Neural Networks

open_access
Open Access
Author:
Schuessler, Joseph
Title:
Adversarial Attacks and Defense in Long Short-Term Memory Recurrent Neural Networks
Graduate Program:
Electrical Engineering (MS)
Keywords:
Adversarial Attacks
Data Poisoning
Recurrent Neural Networks
LSTM
Deep Learning
Machine Learning
File:
Download SchuesslerThesis.pdf
Committee Members:
Kultegin Aydin, Program Head/Chair
David Jonathan Miller, Thesis Advisor/Co-Advisor
George Kesidis, Committee Member
Carina Pamela Curto, Committee Member

27. Uncertainty Quantification for Photovoltaic Energy Production Using Analog Ensemble

open_access
Open Access
Author:
Hu, Weiming
Title:
Uncertainty Quantification for Photovoltaic Energy Production Using Analog Ensemble
Graduate Program:
Geography (PHD)
Keywords:
Ensemble Forecast
Photovoltaic
Machine Learning
Deep Learning
File:
Download 2021_PSU_Dissertation_Hu.pdf
Committee Members:
George Young, Outside Unit Member
Guido Cervone, Chair, Minor Member & Dissertation Advisor
Michael Mann, Outside Field Member
Andrew Carleton, Major Field Member
Cynthia Brewer, Program Head/Chair

28. Insights on the use of Machine Learning to Predict Retention of Career Soldiers in the United States Army

open_access
Open Access
Author:
Garcia, Miguel
Title:
Insights on the use of Machine Learning to Predict Retention of Career Soldiers in the United States Army
Graduate Program:
Data Analytics (MS)
Keywords:
Artificial Intelligence
Machine Learning
AI
Deep Learning
Decision Tree
Logistic Regression
Random Forest
XGBoost
Artificial Neural Network
Deep Neural Network
U.S. Army
Military
Attrition
Retention
Person-Event Data Environment
PDE
Department of Defense
DoD
Army Analytics Group
AAG
Naive Bayes
Active Duty
Enlistment
Commissioned Officers
Soldiers
Area Under the Curve
AUC
Data Analytics
Retirement
MEDPROS
PHA
MEPCOM
DTMS
ATMS
ROC Curve
Variable Importance
Preprocessing
Data Quality
File:
Download Insights_on_the_use_of_AI_to_Predict_Retention_of_Career_Soldiers_in_the_US_Army.pdf
Committee Members:
Colin Neill, Program Head/Chair
Partha Mukherjee, Thesis Advisor/Co-Advisor
Guanghua Qiu, Committee Member
Youakim Badr, Thesis Advisor/Co-Advisor

29. Laboratory Earthquake Prediction using Deep Learning

open_access
Open Access
Author:
Girkar, Vrushali Sanjay
Title:
Laboratory Earthquake Prediction using Deep Learning
Graduate Program:
Computer Science and Engineering (MS)
Keywords:
Machine Learning
Deep Learning
Earthquake Prediction
Time-Series Prediction
Supervised Regression Problem
Automatic Feature Extraction
File:
Download Vrushali_Thesis.pdf
Committee Members:
Chitaranjan Das, Program Head/Chair
Daniel Kifer, Thesis Advisor/Co-Advisor
C Lee Giles, Committee Member
Parisa Shokouhi, Committee Member

30. STATE-OF-THE-ART DEEP LEARNING FOR MULTI-PRODUCT INTERMITTENT TIME SERIES FORECASTING

open_access
Open Access
Author:
Raval, Ronish Samir
Title:
STATE-OF-THE-ART DEEP LEARNING FOR MULTI-PRODUCT INTERMITTENT TIME SERIES FORECASTING
Graduate Program:
Industrial Engineering (MS)
Keywords:
Time Series
Forecasting
Deep Learning
Statistical Analysis
File:
Download Thesis_MSIE_Ronish_Samir_Raval.pdf
Committee Members:
Robert Voigt, Program Head/Chair
Soundar Kumara, Thesis Advisor/Co-Advisor
Saurabh Basu, Committee Member

31. Ultrasound image classification and segmentation using deep learning applications

restricted_to_institution
Restricted (Penn State Only)
Author:
Mohammad, Umar Farooq
Title:
Ultrasound image classification and segmentation using deep learning applications
Graduate Program:
Computer Science and Engineering (MS)
Keywords:
Deep Learning
Medical Image Segmentation
Medical Image Classification
File:
Login to Download
Committee Members:
Chitaranjan Das, Program Head/Chair
Mohamed Khaled Almekkawy, Thesis Advisor/Co-Advisor
William Evan Higgins, Committee Member

32. Cross-Species Prediction of Transcription Factor Binding

restricted_to_institution
Restricted (Penn State Only)
Author:
Agarwala, Vandana
Title:
Cross-Species Prediction of Transcription Factor Binding
Graduate Program:
Statistics (MS)
Keywords:
Bioinformatics
Deep Learning
Gene Regulation
Domain Adaptation
Transfer Learning
Computational Biology
Machine Learning
File:
Login to Download
Committee Members:
Shaun Mahony, Thesis Advisor/Co-Advisor
Qunhua Li, Thesis Advisor/Co-Advisor
Ephraim Hanks, Professor in Charge/Director of Graduate Studies
Xiang Zhu, Committee Member

33. Learning to Learn with Structured Knowledge

open_access
Open Access
Author:
Yao, Huaxiu
Title:
Learning to Learn with Structured Knowledge
Graduate Program:
Information Sciences and Technology
Keywords:
Machine Learning
Data Mining
Deep Learning
Meta-learning
Relation Learning
Few-shot Learning
File:
Download PhD_Dissertation_Huaxiu.pdf
Committee Members:
Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
Suhang Wang, Committee Member
Xiang Zhang, Committee Member
Lingzhou Xue, Outside Member
Mary Beth Rosson, Program Head/Chair

34. Automated Construction Progress Monitoring using Image Segmentation and Building Information Models

open_access
Open Access
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

35. Deep Learning Approach to Large-Scale Systems

restricted_to_institution
Restricted (Penn State Only)
Author:
Altamimi, Abdulelah Lafi
Title:
Deep Learning Approach to Large-Scale Systems
Graduate Program:
Electrical Engineering (PHD)
Keywords:
Deep Reinforcement Learning
Wildfire Mitigation
Stochastic Model Predictive Control
Classification
System Identification
Parameters Estimation
Deep Learning
Neural Network
File:
Login to Download
Committee Members:
Minghui Zhu, Major Field Member
Constantino Lagoa, Chair & Dissertation Advisor
Jing Yang, Major Field Member
Kostas Papakonstantinou, Outside Unit & Field Member
Madhavan Swaminathan, Program Head/Chair

36. Applications of Deep Learning on Temporal and Graph Data Mining

restricted_to_institution
Restricted (Penn State Only)
Author:
He, Fang
Title:
Applications of Deep Learning on Temporal and Graph Data Mining
Graduate Program:
Computer Science and Engineering (PHD)
Keywords:
Temporal Data Mining
Graph Data Mining
Representation Learning
Deep Learning
File:
Login to Download
Committee Members:
Kamesh Madduri, Major Field Member
Ting He, Major Field Member
Wang-Chien Lee, Chair & Dissertation Advisor
Zhen Lei, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

37. Robotic Green Fruit Thinning for Apple Production

restricted_to_institution
Restricted (Penn State Only)
Author:
Hussain, Magni Stentoft
Title:
Robotic Green Fruit Thinning for Apple Production
Graduate Program:
Agricultural and Biological Engineering (PHD)
Keywords:
Apples
Robotic Green Fruit Thinning
End-Effector
Fruit Removal Dynamics
Machine Vision
Deep Learning
Instance Segmentation
Orientation Estimation
3D Orientation Estimation
Fruit and Stem Pairing
Fruit Clustering
Collision-Free Path Planning
Path Sequencing
Agricultural Robotics
Crop Load Management
File:
Login to Download
Committee Members:
Suat Irmak, Program Head/Chair
Long He, Co-Chair & Dissertation Advisor
David Lyons, Major Field Member
James Schupp, Outside Unit & Field Member
Paul Heinemann, Co-Chair & Dissertation Advisor

38. Development And Application Of A ReaxFF Reactive Force Field For Copper And Copper Oxide Interactions With Silicon Via Neural Network Based Parameterization Methods

open_access
Open Access
Author:
Akbari Roshan, Kamyar
Title:
Development And Application Of A ReaxFF Reactive Force Field For Copper And Copper Oxide Interactions With Silicon Via Neural Network Based Parameterization Methods
Graduate Program:
Electrical Engineering (PHD)
Keywords:
ReaxFF
Force Field Developement
INDEEDopt
Optimization
Molecular Dynamics
Deep Learning
Neural Network Inversion
File:
Download Kamyar_Akbari_Roshan_-_Thesis.pdf
Committee Members:
David Miller, Co-Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Saptarshi Das, Outside Unit & Field Member
Seyedehaida Ebrahimi, Major Field Member
Adri van Duin, Co-Chair & Dissertation Advisor
Madhavan Swaminathan, Program Head/Chair

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

restricted_to_institution
Restricted (Penn State Only)
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:
Login to Download
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

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

open_access
Open Access
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

42. Action classification for videos in sports

open_access
Open Access
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

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

open_access
Open Access
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

44. Mobility-Based Anomaly Detection

open_access
Open Access
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

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

open_access
Open Access
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

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

open_access
Open Access
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

47. Story Generation Using Intermediate Plot Representation

open_access
Open Access
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

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

open_access
Open Access
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

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

open_access
Open Access
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

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

restricted_to_institution
Restricted (Penn State Only)
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:
Login to Download
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