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 …

Deep graph-convolutional image denoising

D Valsesia, G Fracastoro, E Magli - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
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 …

Reverse engineering of generative models: Inferring model hyperparameters from generated images

V Asnani, X Yin, T Hassner, X Liu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
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 …

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 …

Blind PRNU-based image clustering for source identification

F Marra, G Poggi, C Sansone… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
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 …

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 …

Hybrid reference-based video source identification

M Iuliani, M Fontani, D Shullani, A Piva - Sensors, 2019 - mdpi.com
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 …

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 …

Facing device attribution problem for stabilized video sequences

S Mandelli, P Bestagini, L Verdoliva… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
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 …

CNN-based fast source device identification

S Mandelli, D Cozzolino, P Bestagini… - IEEE Signal …, 2020 - ieeexplore.ieee.org
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 …