First steps toward camera model identification with convolutional neural networks

L Bondi, L Baroffio, D Güera, P Bestagini… - IEEE Signal …, 2016 - ieeexplore.ieee.org
Detecting the camera model used to shoot a picture enables to solve a wide series of
forensic problems, from copyright infringement to ownership attribution. For this reason, the …

Towards open set camera model identification using a deep learning framework

B Bayar, MC Stamm - 2018 IEEE international conference on …, 2018 - ieeexplore.ieee.org
Existing forensic camera model identification algorithms can be trained to accurately
distinguish between a set of known camera models. In reality, however, an investigator may …

Augmented convolutional feature maps for robust cnn-based camera model identification

B Bayar, MC Stamm - 2017 IEEE International Conference on …, 2017 - ieeexplore.ieee.org
Identifying the model of the camera that captured an image is an important forensic problem.
While several algorithms have been proposed to accomplish this, their performance …

A video camera model identification system using deep learning and fusion

B Hosler, O Mayer, B Bayar, X Zhao… - ICASSP 2019-2019 …, 2019 - ieeexplore.ieee.org
While significant work has been conducted to perform source camera model identification for
images, little work has been done specifically for video camera model identification. This is …

Generative adversarial attacks against deep-learning-based camera model identification

C Chen, X Zhao, MC Stamm - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Recently, deep learning techniques have gained popularity in multimedia forensics research
designed to accomplish tasks such as camera model identification. However, despite the …

A counter-forensic method for CNN-based camera model identification

D Güera, Y Wang, L Bondi, P Bestagini… - … IEEE conference on …, 2017 - ieeexplore.ieee.org
An increasing number of digital images are being shared and accessed through websites,
media, and social applications. Many of these images have been modified and are not …

A preliminary study on convolutional neural networks for camera model identification

L Bondi, D Güera, L Baroffio, P Bestagini… - Electronic …, 2017 - library.imaging.org
Camera model identification is paramount to verify image origin and authenticity in a blind
fashion. State-of-the-art techniques leverage the analysis of features describing …

Video camera identification from sensor pattern noise with a constrained convnet

D Timmerman, S Bennabhaktula, E Alegre… - arxiv preprint arxiv …, 2020 - arxiv.org
The identification of source cameras from videos, though it is a highly relevant forensic
analysis topic, has been studied much less than its counterpart that uses images. In this …

Camera model identification with residual neural network

Y Chen, Y Huang, X Ding - 2017 IEEE international conference …, 2017 - ieeexplore.ieee.org
With the development of multimedia, camera model identification from given images has
attract large attentions in cyber-forensic area recently. The task has achieved a great …

[PDF][PDF] Camera identification with deep convolutional networks

L Baroffio, L Bondi, P Bestagini… - arxiv preprint arxiv …, 2016 - researchgate.net
The possibility of detecting which camera has been used to shoot a specific picture is of
paramount importance for many forensics tasks. This is extremely useful for copyright …