NeurIPS 2019poster87 citations
The Point Where Reality Meets Fantasy: Mixed Adversarial Generators for Image Splice Detection
Vladimir V. Kniaz, Vladimir Knyaz, Fabio Remondino
Abstract
Modern photo editing tools allow creating realistic manipulated images easily. While fake images can be quickly generated, learning models for their detection is challenging due to the high variety of tampering artifacts and the lack of large labeled datasets of manipulated images. In this paper, we propose a new framework for training of discriminative segmentation model via an adversarial process. We simultaneously train four models: a generative retouching model G
BibTeX
@inproceedings{NEURIPS2019_98dce83d,
author = {Kniaz, Vladimir V. and Knyaz, Vladimir and Remondino, Fabio},
booktitle = {Advances in Neural Information Processing Systems},
editor = {H. Wallach and H. Larochelle and A. Beygelzimer and F. d\textquotesingle Alch\'{e}-Buc and E. Fox and R. Garnett},
pages = {},
publisher = {Curran Associates, Inc.},
title = {The Point Where Reality Meets Fantasy: Mixed Adversarial Generators for Image Splice Detection},
url = {https://proceedings.neurips.cc/paper_files/paper/2019/file/98dce83da57b0395e163467c9dae521b-Paper.pdf},
volume = {32},
year = {2019}
}