Improving the Robustness of Synthetic Images Detection by Means of Print and Scan Augmentation

Author:

Purnekar Nischay1ORCID,Abady Lydia1ORCID,Tondi Benedetta1ORCID,Barni Mauro1ORCID

Affiliation:

1. University of Siena, Siena, Italy

Funder

Defense Advanced Research Projects Agency

Ministero dell'Università e della Ricerca

Publisher

ACM

Reference32 articles.

1. Mauro Barni, Andrea Costanzo, Ehsan Nowroozi, and Benedetta Tondi. 2018. CNN-Based Detection of Generic Contrast Adjustment with Jpeg Post-Processing. In 2018 25th IEEE International Conference on Image Processing (ICIP).

2. Optical Flow based CNN for detection of unlearnt deepfake manipulations

3. Xception: Deep Learning with Depthwise Separable Convolutions

4. Think Twice Before Detecting GAN-generated Fake Images from their Spectral Domain Imprints

5. Tarik Dzanic, Karan Shah, and Freddie Witherden. 2020. Fourier spectrum discrepancies in deep network generated images. Advances in neural information processing systems 33 (2020), 3022--3032.

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