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Cyber-Physical Systems Virtual Organization
Read-only archive of site from September 29, 2023.
CPS-VO
adversarial images
biblio
BlurNet: Defense by Filtering the Feature Maps
Submitted by grigby1 on Mon, 12/28/2020 - 11:48am
Scalability
malicious examples
Metrics
neural nets
Neural networks
Perturbation methods
pubcrawl
resilience
Resiliency
robust physical perturbations
Robustness
RP
malicious adversary
security of data
standard blur kernels
standard-architecture traffic sign classifiers
standards
stop signs
substitute model
targeted misclassification rates
traffic engineering computing
victim model
white stickers
white-box attacks
frequency analysis
adaptive attack evaluation
adaptive filtering
adversarial defense
adversarial images
Adversarial Machine Learning
Adversarial robustness
attack algorithms
black stickers
blackbox transfer attack
BlurNet
depthwise convolution layer
Adaptation models
gradient information
high frequency noise
image recognition
image restoration
input image
Kernel
layer feature maps
learning (artificial intelligence)
low-pass filters
lowpass filtering behavior
biblio
Detecting Adversarial Examples for Deep Neural Networks via Layer Directed Discriminative Noise Injection
Submitted by grigby1 on Fri, 06/19/2020 - 10:49am
machine learning
Training
Sensitivity
Scalability
Resiliency
resilience
pubcrawl
Policy-Governed Secure Collaboration
policy-based governance
Perturbation methods
noninvasive universal perturbation attack
Neural networks
natural scenes
natural images
MobileNet
adversarial examples
learning (artificial intelligence)
layer directed discriminative noise
false trust
false positive rate
dominant layers
distortion
discriminative noise injection strategy
deep neural networks
deep learning
convolutional neural nets
computer vision tasks
computer vision
computer architecture
adversarial images
