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Optimizing Selective Protection for CNN Resilience
Abdulrahman Mahmoud
, Siva Kumar Sastry Hari
, Christopher W. Fletcher
,
Sarita V. Adve
, Charbel Sakr
,
Naresh Shanbhag
, Pavlo Molchanov
, Michael B. Sullivan
, Timothy Tsai
, Stephen W. Keckler
Siebel School of Computing and Data Science
Electrical and Computer Engineering
Information Trust Institute
Coordinated Science Lab
Research output
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Chapter in Book/Report/Conference proceeding
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Conference contribution
Overview
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Keyphrases
Different Granularity
25%
Error Coverage
75%
Feature Map
50%
Hardware Failure
50%
High Efficiency
25%
High Performance
25%
High Reliability
25%
High Safety
25%
Jetson Xavier
25%
Low-cost Solutions
25%
MAC Operations
25%
Most Vulnerable
50%
Protection Method
50%
Redundancy Solution
25%
Resilience
100%
Resilient
25%
ResNet50
25%
Resource-constrained Systems
25%
Runtime Overhead
25%
Safety-critical Applications
25%
Selective Protection
100%
Trade-off Analysis
25%
Two-component Domains
25%
Computer Science
Computer Hardware
33%
Convolutional Neural Network
100%
Critical Application
16%
Error Coverage
50%
Feature Map
33%
Granularity
16%
Graphics Processing Unit
16%
High Reliability
16%
Protection Technique
33%
Resilience Technique
33%
ResNet50
16%