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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

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:

Saab, Samer

Title:

Investigation of Deep Neural Networks From Control and Optimization Perspectives

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Deep Learning
Neural Networks
Optimization
Control Theory
First-order Gradient Descent
Heavy-ball Optimizer
Recurrent Neural Networks
State-space Representations

File:

Download SamerSaabJr_Dissertation.pdf

Committee Members:

Minghui Zhu, Co-Chair & Dissertation Advisor
Shashi Phoha, Co-Chair of Committee
Puneet Singla, Outside Unit & Field Member
Nilanjan Ray Chaudhuri, Major Field Member
Asok Ray, Major Field Member & Dissertation Advisor
Kultegin Aydin, Program Head/Chair