Name
Abstract | ||
|---|---|---|
A minmax protocol offers a general method to automatically optimize steganographic algorithm against a wide class of steganalytic detectors. The quality of the resulting steganograhic algorithm depends on the ability to find an "adversarial" stego image undetectable by a set of detectors while communicating a given message. Despite minmax protocol instantiated with ADV-EMB scheme leading to unexpectedly good results, we show it suffers a significant flaw and we present a theoretically sound solution called Backpack. Extensive experimental verification of minmax protocol with Backpack shows superior performance to ADV-EMB, the generality of the tool by targeting a new JPEG QF100 compatibility attack and further improves the security of steganographic algorithms. |
Year | DOI | Venue |
|---|---|---|
2022 | 10.1109/TIFS.2022.3204218 | IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY |
Keywords | DocType | Volume |
Protocols, Detectors, Games, Costs, Steganography, Security, Distortion, Steganography, steganalysis, distortion function, adversarial attacks | Journal | 17 |
ISSN | Citations | PageRank |
1556-6013 | 0 | 0.34 |
References | Authors | |
0 | 4 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Solene Bernard | 1 | 0 | 0.34 |
| Patrick Bas | 2 | 121 | 16.17 |
| John Klein | 3 | 77 | 10.14 |
| Tomás Pevný | 4 | 33 | 5.65 |