Adversarial examples in modern machine learning: A review

RR Wiyatno, A Xu, O Dia, A De Berker - arXiv preprint arXiv:1911.05268, 2019 - arxiv.org
Recent research has found that many families of machine learning models are vulnerable to
adversarial examples: inputs that are specifically designed to cause the target model to …

A survey of deep learning-based source image forensics

P Yang, D Baracchi, R Ni, Y Zhao, F Argenti, A Piva - Journal of Imaging, 2020 - mdpi.com
Image source forensics is widely considered as one of the most effective ways to verify in a
blind way digital image authenticity and integrity. In the last few years, many researchers …

Tampering detection and localization through clustering of camera-based CNN features

L Bondi, S Lameri, D Güera, P Bestagini… - … IEEE Conference on …, 2017 - ieeexplore.ieee.org
Due to the rapid proliferation of image capturing devices and user-friendly editing software
suites, image manipulation is at everyone's hand. For this reason, the forensic community …

Aligned and non-aligned double JPEG detection using convolutional neural networks

M Barni, L Bondi, N Bonettini, P Bestagini… - Journal of Visual …, 2017 - Elsevier
Due to the wide diffusion of JPEG coding standard, the image forensic community has
devoted significant attention to the development of double JPEG (DJPEG) compression …

Forensic similarity for digital images

O Mayer, MC Stamm - IEEE Transactions on Information …, 2019 - ieeexplore.ieee.org
In this paper, we introduce a new digital image forensics approach called forensic similarity,
which determines whether two image patches contain the same forensic trace or different …

By leaps and bounds: An exclusive look at how boston dynamics is redefining robot agility

E Guizzo - IEEE Spectrum, 2019 - ieeexplore.ieee.org
WITH THEIR JAW-DROPPING agility and animal-like reflexes, Boston Dynamics' bioinspired
robots have always seemed to have no equal. But that preeminence hasn't stopped the …

Learned forensic source similarity for unknown camera models

O Mayer, MC Stamm - 2018 IEEE International Conference on …, 2018 - ieeexplore.ieee.org
Information about an image's source camera model is important knowledge in many forensic
investigations. In this paper we propose a system that compares two image patches to …

The Forchheim image database for camera identification in the wild

B Hadwiger, C Riess - … Workshops and Challenges: Virtual Event, January …, 2021 - Springer
Image provenance can represent crucial knowledge in criminal investigation and journalistic
fact checking. In the last two decades, numerous algorithms have been proposed for …

[HTML][HTML] Recent advances in passive digital image security forensics: A brief review

X Lin, JH Li, SL Wang, F Cheng, XS Huang - Engineering, 2018 - Elsevier
With the development of sophisticated image editing and manipulation tools, the originality
and authenticity of a digital image is usually hard to determine visually. In order to detect …

DCT-domain deep convolutional neural networks for multiple JPEG compression classification

V Verma, N Agarwal, N Khanna - Signal Processing: Image Communication, 2018 - Elsevier
With the rapid advancements in digital imaging systems and networking, low-cost hand-held
image capture devices equipped with network connectivity are becoming ubiquitous. This …