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

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Restricted (Penn State Only)
Author:
Yazdani, Amirsaeed
Title:
Training-Robust Design of Deep Neural Networks for Imaging and Vision
Graduate Program:
Electrical Engineering
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

2. Seabed Image Segmentation Using Machine Learning and Mean Field Annealing

open_access
Open Access
Author:
Witlin, Isaac
Title:
Seabed Image Segmentation Using Machine Learning and Mean Field Annealing
Graduate Program:
Electrical Engineering
Keywords:
Machine Learning
U-Net
Mean Field Annealing
Seabed Image
Backprojection
Wavelets
Texton
Segmentation
Semantic Segmentation
Unsupervised Segmentation
Seabed Composition
Synthetic Aperture Sonar (SAS)
Simple Linear Iterative Clustering (SLIC)
Convolutional Neural Networks (CNNs)
File:
Download Witlin_Masters_Thesis_Final_032825-1.pdf
Committee Members:
John Doherty, Professor in Charge/Director of Graduate Studies
David Jonathan Miller, Thesis Advisor/Co-Advisor
Daniel C. Brown, Committee Member
John F Doherty, Committee Member