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Cyber-Physical Systems Virtual Organization
Read-only archive of site from September 29, 2023.
CPS-VO
person
biblio
OC-FakeDect: Classifying Deepfakes Using One-class Variational Autoencoder
Submitted by grigby1 on Fri, 01/15/2021 - 12:02pm
detecting Deepfakes
Face
DeepFake
binary-classification based detection
binary-classification based methods
class-based approach
computer-generated image
data scarcity limitations
deepfakes data
deepfakes detection
deepfakes generation methods
Image reconstruction
detection performance
detects nonreal images
fake face images
image forgery method
OC-FakeDect
one-class anomaly detection problem
one-class variational autoencoder
person
sufficient fake images data
Support vector machines
Training
Anomaly Detection
pubcrawl
Human behavior
Human Factors
Metrics
Resiliency
data privacy
Scalability
privacy issues
learning (artificial intelligence)
Streaming media
Benchmark testing
resilience
Forensics
face recognition
feature extraction
image classification
pattern clustering
object detection