A survey on digital camera identification methods
J Bernacki - Forensic Science International: Digital Investigation, 2020 - Elsevier
Digital forensics is a topic that has attracted many attention. One of the most common tasks
in digital forensics is imaging sensor identification. It may be understood as recognizing …
in digital forensics is imaging sensor identification. It may be understood as recognizing …
Deep graph-convolutional image denoising
Non-local self-similarity is well-known to be an effective prior for the image denoising
problem. However, little work has been done to incorporate it in convolutional neural …
problem. However, little work has been done to incorporate it in convolutional neural …
Reverse engineering of generative models: Inferring model hyperparameters from generated images
State-of-the-art (SOTA) Generative Models (GMs) can synthesize photo-realistic images that
are hard for humans to distinguish from genuine photos. Identifying and understanding …
are hard for humans to distinguish from genuine photos. Identifying and understanding …
SensorID: Sensor calibration fingerprinting for smartphones
J Zhang, AR Beresford, I Sheret - 2019 IEEE Symposium on …, 2019 - ieeexplore.ieee.org
Sensors are an essential component of many computer systems today. Mobile devices are a
good example, containing a vast array of sensors from accelerometers and GPS units, to …
good example, containing a vast array of sensors from accelerometers and GPS units, to …
Blind PRNU-based image clustering for source identification
We address the problem of clustering a set of images, according to their source device, in
the absence of any prior information. Image similarity is computed based on noise residuals …
the absence of any prior information. Image similarity is computed based on noise residuals …
Sensor pattern noise estimation based on improved locally adaptive DCT filtering and weighted averaging for source camera identification and verification
A Lawgaly, F Khelifi - IEEE Transactions on Information …, 2016 - ieeexplore.ieee.org
Photo response non-uniformity (PRNU) noise is a sensor pattern noise characterizing the
imaging device. It has been broadly used in the literature for source camera identification …
imaging device. It has been broadly used in the literature for source camera identification …
Hybrid reference-based video source identification
Millions of users share images and videos generated by mobile devices with different
profiles on social media platforms. When publishing illegal content, they prefer to use …
profiles on social media platforms. When publishing illegal content, they prefer to use …
Image origin classification based on social network provenance
R Caldelli, R Becarelli, I Amerini - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Recognizing information about the origin of a digital image has been individuated as a
crucial task to be tackled by the image forensic scientific community. Understanding …
crucial task to be tackled by the image forensic scientific community. Understanding …
Facing device attribution problem for stabilized video sequences
A problem deeply investigated by multimedia forensics researchers is that of detecting which
device has been used to capture a video. This enables us to trace down the owner of a …
device has been used to capture a video. This enables us to trace down the owner of a …
CNN-based fast source device identification
Source identification is an important topic in image forensics, since it allows to trace back the
origin of an image. This represents a precious information to claim intellectual property but …
origin of an image. This represents a precious information to claim intellectual property but …