Deepfakes generation and detection: a short survey
Z Akhtar - Journal of Imaging, 2023 - mdpi.com
Advancements in deep learning techniques and the availability of free, large databases
have made it possible, even for non-technical people, to either manipulate or generate …
have made it possible, even for non-technical people, to either manipulate or generate …
[HTML][HTML] Scope of machine learning in materials research—A review
This comprehensive review investigates the multifaceted applications of machine learning in
materials research across six key dimensions, redefining the field's boundaries. It explains …
materials research across six key dimensions, redefining the field's boundaries. It explains …
Deepfake video detection using recurrent neural networks
In recent months a machine learning based free software tool has made it easy to create
believable face swaps in videos that leaves few traces of manipulation, in what are known …
believable face swaps in videos that leaves few traces of manipulation, in what are known …
Multivariate time series imputation with generative adversarial networks
Multivariate time series usually contain a large number of missing values, which hinders the
application of advanced analysis methods on multivariate time series data. Conventional …
application of advanced analysis methods on multivariate time series data. Conventional …
Faceforensics: A large-scale video dataset for forgery detection in human faces
With recent advances in computer vision and graphics, it is now possible to generate videos
with extremely realistic synthetic faces, even in real time. Countless applications are …
with extremely realistic synthetic faces, even in real time. Countless applications are …
Faceforensics++: Learning to detect manipulated facial images
The rapid progress in synthetic image generation and manipulation has now come to a point
where it raises significant concerns for the implications towards society. At best, this leads to …
where it raises significant concerns for the implications towards society. At best, this leads to …
Natural and effective obfuscation by head inpainting
As more and more personal photos are shared online, being able to obfuscate identities in
such photos is becoming a necessity for privacy protection. People have largely resorted to …
such photos is becoming a necessity for privacy protection. People have largely resorted to …
Controllable Data Generation by Deep Learning: A Review
Designing and generating new data under targeted properties has been attracting various
critical applications such as molecule design, image editing and speech synthesis …
critical applications such as molecule design, image editing and speech synthesis …
PrivacyNet: Semi-adversarial networks for multi-attribute face privacy
Recent research has established the possibility of deducing soft-biometric attributes such as
age, gender, and race from an individual's face image with high accuracy. However, this …
age, gender, and race from an individual's face image with high accuracy. However, this …
Cored: Generalizing fake media detection with continual representation using distillation
Over the last few decades, artificial intelligence research has made tremendous strides, but
it still heavily relies on fixed datasets in stationary environments. Continual learning is a …
it still heavily relies on fixed datasets in stationary environments. Continual learning is a …