Current advances, trends and challenges of machine learning and knowledge extraction: from machine learning to explainable AI

A Holzinger, P Kieseberg, E Weippl… - … : Second IFIP TC 5, TC 8 …, 2018 - Springer
In this short editorial we present some thoughts on present and future trends in Artificial
Intelligence (AI) generally, and Machine Learning (ML) specifically. Due to the huge ongoing …

An overview of digital video watermarking

M Asikuzzaman, MR Pickering - IEEE Transactions on Circuits …, 2017 - ieeexplore.ieee.org
The illegal distribution of a digital movie is a common and significant threat to the film
industry. With the advent of high-speed broadband Internet access, a pirated copy of a …

Untargeted backdoor watermark: Towards harmless and stealthy dataset copyright protection

Y Li, Y Bai, Y Jiang, Y Yang… - Advances in Neural …, 2022 - proceedings.neurips.cc
Deep neural networks (DNNs) have demonstrated their superiority in practice. Arguably, the
rapid development of DNNs is largely benefited from high-quality (open-sourced) datasets …

Attributing fake images to gans: Learning and analyzing gan fingerprints

N Yu, LS Davis, M Fritz - Proceedings of the IEEE/CVF …, 2019 - openaccess.thecvf.com
Abstract Recent advances in Generative Adversarial Networks (GANs) have shown
increasing success in generating photorealistic images. But they also raise challenges to …

Protecting intellectual property of deep neural networks with watermarking

J Zhang, Z Gu, J Jang, H Wu, MP Stoecklin… - Proceedings of the …, 2018 - dl.acm.org
Deep learning technologies, which are the key components of state-of-the-art Artificial
Intelligence (AI) services, have shown great success in providing human-level capabilities …

Enhancing security and privacy in biometrics-based authentication systems

NK Ratha, JH Connell, RM Bolle - IBM systems Journal, 2001 - ieeexplore.ieee.org
Because biometrics-based authentication offers several advantages over other
authentication methods, there has been a significant surge in the use of biometrics for user …

Quantization index modulation: A class of provably good methods for digital watermarking and information embedding

B Chen, GW Wornell - IEEE Transactions on Information theory, 2001 - ieeexplore.ieee.org
We consider the problem of embedding one signal (eg, a digital watermark), within another"
host" signal to form a third," composite" signal. The embedding is designed to achieve …

A steganographic method for images by pixel-value differencing

DC Wu, WH Tsai - Pattern recognition letters, 2003 - Elsevier
A new and efficient steganographic method for embedding secret messages into a gray-
valued cover image is proposed. In the process of embedding a secret message, a cover …

Lossless generalized-LSB data embedding

MU Celik, G Sharma, AM Tekalp… - IEEE transactions on …, 2005 - ieeexplore.ieee.org
We present a novel lossless (reversible) data-embedding technique, which enables the
exact recovery of the original host signal upon extraction of the embedded information. A …

Multimedia watermarking techniques

F Hartung, M Kutter - Proceedings of the IEEE, 1999 - ieeexplore.ieee.org
Multimedia watermarking technology has evolved very quickly during the last few years. A
digital watermark is information that is imperceptibly and robustly embedded in the host data …