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Comprehensive survey on image steganalysis using deep learning
ArraySteganalysis, a field devoted to detecting concealed information in various forms of digital media, including text, images, audio, and video files, has evolved significantly over time.
Ntivuguruzwa Jean De La Croix +2 more
exaly +4 more sources
Image steganalysis using active learning and hyperparameter optimization. [PDF]
Sci RepImage steganalysis, detecting hidden data in digital images, is essential for enhancing digital security. Traditional steganalysis methods typically rely on large, pre-labeled image datasets, which are difficult and costly to compile.
Bohang L +9 more
europepmc +2 more sources
Image steganography techniques for resisting statistical steganalysis attacks: A systematic literature review. [PDF]
PLoS OneInformation hiding in images has gained popularity. As image steganography gains relevance, techniques for detecting hidden messages have emerged. Statistical steganalysis mechanisms detect the presence of hidden secret messages in images, rendering ...
Apau R +4 more
europepmc +2 more sources
Lightweight image steganalysis with block-wise pruning [PDF]
Scientific Reports, 2023 Image steganalysis is the task of detecting a secret message hidden in an image. Deep steganalysis using end-to-end deep learning has been successful in recent years, but previous studies focused on improving detection performance rather than designing a
Eungi Hong +3 more
doaj +2 more sources
Comprehensive Criteria-Based Generalized Steganalysis Feature Selection Method
IEEE Access, 2020 Redundant steganalysis feature components in high-dimensional steganalysis feature of images increase the spatio-temporal complexity of steganalysis and even reduce the detection accuracy of the stego images.
Yihao Wang, Yuanyuan Ma, Ruixia Jin
exaly +3 more sources
Digital Image Steganalysis: Current Methodologies and Future Challenges
IEEE Access, 2022 With the growing use of the internet and social media, data security has become a major issue. Thus, researchers are focusing on data security techniques such as steganography and steganalysis. Steganography is the approach of concealing the existence of
Wafa M. Eid +3 more
doaj +2 more sources
Steganography and Steganalysis in Voice over IP: A Review
Sensors, 2021 The rapid advance and popularization of VoIP (Voice over IP) has also brought security issues. VoIP-based secure voice communication has two sides: first, for legitimate users, the secret voice can be embedded in the carrier and transmitted safely in the
Zhijun Wu, Junjun Guo, Changliang Li
exaly +3 more sources
A comprehensive review of video steganalysis [PDF]
IET Image Processing, 2022 Steganography is the art of secret communication and steganalysis is the art of detecting the hidden messages embedded in digital media covers. One of the covers that is gaining interest in the field is video. Presently, the global IP video traffic forms
Mourad Bouzegza +3 more
doaj +2 more sources
The ALASKA Steganalysis Challenge: A First Step Towards Steganalysis [PDF]
Proceedings of the ACM Workshop on Information Hiding and Multimedia Security, 2019 This paper presents ins and outs of the ALASKA challenge, a steganalysis challenge built to reflect the constraints of a forensic steganalyst. We motivate and explain the main differences w.r.t.
R. Cogranne, Quentin Giboulot, P. Bas
semanticscholar +2 more sources
Digital image steganalysis network strengthening framework based on evolutionary algorithm [PDF]
Scientific ReportsTo solve the problem of increasing network parameters and increasing fitting fluctuation during training due to the improvement or expansion of image steganalysis network, a framework for strengthening steganalysis network was considered.
Yuanyuan Ma +5 more
doaj +2 more sources