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Author:

Papernot, Nicolas

Title:

On The Integrity Of Deep Learning Systems In Adversarial Settings

Graduate Program:

Computer Science and Engineering

Keywords:

computer security
deep learning

File:

Download master-thesis.pdf

Committee Members:

Patrick Drew Mcdaniel, Thesis Advisor/Co-Advisor
Adam Smith, Thesis Advisor/Co-Advisor

Author:

Lageman, Nathaniel John

Title:

BinDNN: Resilient Function Matching Using Deep Learning

Graduate Program:

Computer Science and Engineering

Keywords:

reverse engineering
malware
deep learning

File:

Download Nathaniel-Lageman-Thesis.pdf

Committee Members:

Patrick Drew Mcdaniel, Thesis Advisor/Co-Advisor

Author:

Mahmood, Navid

Title:

APPLYING DEEP LEARNING TECHNIQUES TO GENERATE MEDICAL IMAGES

Graduate Program:

Computer Science and Engineering

Keywords:

Adversarial learning
deep learning
image synthesis
residual learning
Deep learning
Medical image
Generative network
Image registration
Residual learning

File:

Download Thesis.pdf

Committee Members:

Mohamed Khaled Almekkawy, Thesis Advisor/Co-Advisor
Mehrdad Mahdavi, Committee Member
Chitaranjan Das, Committee Member

Author:

Hsu, Ting Yao

Title:

AUTOMATED VISUAL STORYTELLING POST-EDITING

Graduate Program:

Computer Science and Engineering

Keywords:

vision-to-language
post-editing
computer vision
natural language processing
deep learning
image captioning

File:

Download Master_Thesis___Automated_Visual_Storytelling_Post_editing.pdf

Committee Members:

Clyde Lee Giles, Thesis Advisor/Co-Advisor
Ting-Hao (Kenneth) Huang, Thesis Advisor/Co-Advisor
Chitaranjan Das, Program Head/Chair
Rebecca Jane Passonneau, Committee Member

Author:

Wong, Joseph

Title:

Smart Home Surveillance System Through Edge Computing

Graduate Program:

Computer Science and Engineering

Keywords:

smart home
edge computing
security
machine learning
deep learning
motion detection
facial recognition
fog computing

File:

Download thesis_grad.pdf

Committee Members:

Sencun Zhu, Thesis Advisor/Co-Advisor
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
Bhuvan Urgaonkar, Program Head/Chair

Author:

Cunningham, James

Title:

Ultrasound Medical Image Processing with Improved Segmentation of Substantia Nigra Hyperechogenicity using Deep Neural Networks

Graduate Program:

Computer Science and Engineering

Keywords:

ultrasound
image processing
neural network
deep learning
substantia nigra

File:

Download Cunningham_MS_Thesis.pdf

Committee Members:

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

Author:

Bharadwaj, Skanda

Title:

Motion Estimation in Ultrasound Image Sequences: A Deep Learning Approach

Graduate Program:

Computer Science and Engineering

Keywords:

motion estimation
object tracking
ultrasound imaging
deep learning
Siamese networks
convolutional neural networks
Kalman Filter

File:

Download Skanda_Master_Thesis.pdf

Committee Members:

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

Author:

Kumar, Vikas

Title:

Improved Facial Expression Recognition Using Noisy Student Training and Synthetic Data Generation

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Facial expression recognition
student-teacher network
semisupervised learning
multi-level attention
Facial expression recognition student-teacher network
semisupervised learning multi-level attention
facial expression recognition
unsupervised learning
student teacher network
machine learning
deep learning
GAN
CNN

File:

Download Thesis.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Daniel Kifer, Thesis Advisor/Co-Advisor
C Lee Giles, Committee Member

Author:

Dasu, Vishnu

Title:

Mitigating Unfairness In Deep Learning

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

machine learning
fairness
software engineering
deep learning

File:

Download MS_Thesis_PSU__Final_.pdf

Committee Members:

G. Gary Tan, Thesis Advisor/Co-Advisor
Shagufta Mehnaz, Committee Member
Chitaranjan Das, Program Head/Chair