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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

Author:

Zientara, Peter

Title:

Design of a Vision Based Assistive System for Visually Impaired Persons

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

FPGA
Visually Impaired
Assistive System
Distributed
Heterogenous
Computer Vision
Grocery
CNN
DCNN

File:

Download peter_z_thesis.pdf

Committee Members:

Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Jack Carroll, Outside Unit & Field Member
Ting He, Major Field Member
John Sampson, Major Field Member & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

Author:

Challapalle, Nagadastagiri Reddy

Title:

DESIGN OF PROCESSING-IN-MEMORY ARCHITECTURES FOR DEEP LEARNING AND GRAPH APPLICATIONS

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Hardware Accelerator
Deep Learning Architecture
Deep Learning Hardware
Processing in Memory
Memory Augmented Neural Networks
Graph Convolution Neural Networks

File:

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Committee Members:

Chitaranjan Das, Major Field Member
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
John Sampson, Major Field Member
Saptarshi Das, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Zheng, Yi

Title:

Video Analytics with In-SSD Processing Approaches

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

In-Storage-Processing
SSD
Firmware
FTL
Wear-Leveling
ORAM
Non-Volatile Memory

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Huijuan Xu, Major Field Member
John Sampson, Major Field Member
John Messner, Outside Unit & Field Member

Author:

Hakimi, Zeinab

Title:

Efficient Deep Neural Networks Architectures for Video Analytics Systems

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Deep Neural Networks
Object Recognition
Convolutional Neural Networks
Edge Computing
Distributed Camera Intelligence System

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Jack Carroll, Outside Unit & Field Member
Rui Zhang, Major Field Member
John Sampson, Major Field Member

Author:

Liao, Minli

Title:

Efficiently supporting and exploiting multiple concurrent views of data in the memory hierarchy

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Cache design
Symmetric memories
Crosspoint memory
2D memory access
Multi-view memory systems
Orientation prediction
Layout transformation
Cache design
Symmetric memories
Crosspoint memory
2D memory access
Multi-view memory systems
Orientation prediction
Layout transformation

File:

Download Minli_Liao_Dissertation.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Major Field Member
Linhai Song, Outside Unit & Field Member
Mahmut Kandemir, Major Field Member
John Sampson, Chair & Dissertation Advisor

Author:

Homan, Eric

Title:

Context-Aware Perception for Edge and Embedded Devices

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Neural Network
Context Awareness
Reinforcement Learning
Autonomy

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Bradley Wyble, Outside Unit & Field Member
John Sampson, Major Field Member

Author:

Li, Zheyu

Title:

Accelerating Data-intensive Bioinformatic Workloads

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Bioinformatic
Genome sequencing
FPGA
In-memory computing
Whole Silde Imaging
Max Cut
Nanopore Sequencing
Sorting

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
John Sampson, Major Field Member
Santhosh Girirajan, Outside Unit & Field Member

Author:

Jao, Nicholas

Title:

Non-Volatile Memory Design Based On Crossbar Architecture Towards Low Power Systems and Processing In-Memory

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Emerging Non-Volatile Memory
Computing In-Memory
Modelling
in-situ computing
ferroelectric tunnel junction
magnetic tunnel junction
device-circuit codesign
circuit-architecture codesign
phase change memory

File:

Download Dissertation_Jao_Final.pdf

Committee Members:

Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Swaroop Ghosh, Major Field Member
Abhronil Sengupta, Major Field Member
John Sampson, Outside Field Member
Saptarshi Das, Outside Unit Member
Kultegin Aydin, Program Head/Chair