First steps toward camera model identification with convolutional neural networks
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 …
forensic problems, from copyright infringement to ownership attribution. For this reason, the …
Towards open set camera model identification using a deep learning framework
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 …
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
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 …
While several algorithms have been proposed to accomplish this, their performance …
A video camera model identification system using deep learning and fusion
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 …
images, little work has been done specifically for video camera model identification. This is …
Generative adversarial attacks against deep-learning-based camera model identification
Recently, deep learning techniques have gained popularity in multimedia forensics research
designed to accomplish tasks such as camera model identification. However, despite the …
designed to accomplish tasks such as camera model identification. However, despite the …
A counter-forensic method for CNN-based camera model identification
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 …
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
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 …
fashion. State-of-the-art techniques leverage the analysis of features describing …
Video camera identification from sensor pattern noise with a constrained convnet
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 …
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 …
attract large attentions in cyber-forensic area recently. The task has achieved a great …
[PDF][PDF] Camera identification with deep convolutional networks
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 …
paramount importance for many forensics tasks. This is extremely useful for copyright …