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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:

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:

Khan, Md Fahim

Title:

Constraint Driven Multimodal Edge Intelligence

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Quantization
Mixed Precision
Deep Learning
Online Learning
Quantization
Mixed Precision
Deep Learning
Computer Vision
Online Learning
ReRAM
Crossbar
Energy Harvesting
Power Predictor
Depth Completion
Generative Adversarial Networks
GAN
Image Compression
Sensor Sampling
Sparse Depth
Multimodal Sensing
Sensor Fusion
Sensor Failure
Robustness

File:

Download PSUThesis_Faysal.pdf

Committee Members:

Madhavan Swaminathan, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Mehrdad Mahdavi, Major Field Member
Hadi Hosseini, Outside Unit & Field Member
Siddharth Advani, Special Member