Progressive selection‐channel networks for image steganalysis
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Intelligent Systems"
DOI: 10.1002/int.22888
Abstract: Steganalysis is a detection technology against steganography that embeds secret data into digital media carriers. The selection channel, which indicates the embedding details of steganography, is well recognized in boosting the detection performance of image… read more here.
Keywords: selection channel; image steganalysis; steganalysis; selection channels ... See more keywords
Critical review of bio‐inspired data optimization techniques: An image steganalysis perspective
Sign Up to like & getrecommendations! Published in 2022 at "Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery"
DOI: 10.1002/widm.1460
Abstract: Image steganalysis involves the discovery of secret information embedded in an image. The common method is blind image steganalysis, which is a two‐class classification problem. Blind steganalysis extracts all possible feature variations in an image… read more here.
Keywords: bio inspired; classification; image steganalysis; optimization ... See more keywords
Deep residual learning for image steganalysis
Sign Up to like & getrecommendations! Published in 2017 at "Multimedia Tools and Applications"
DOI: 10.1007/s11042-017-4440-4
Abstract: Image steganalysis is to discriminate innocent images and those suspected images with hidden messages. This task is very challenging for modern adaptive steganography, since modifications due to message hiding are extremely small. Recent studies show… read more here.
Keywords: image steganalysis; residual learning; deep residual;
Adaptive Image Steganalysis
Sign Up to like & getrecommendations! Published in 2017 at "Multimedia Tools and Applications"
DOI: 10.1007/s11042-017-5295-4
Abstract: Image steganography is the process of sending messages secretly by hiding the message in AN image content. Although steganography hides information in any kinds of digital mediums, digital images are the most popular carrier because… read more here.
Keywords: image; steganalysis; message; image steganalysis ... See more keywords
Efficient binary image steganalysis based on ensemble neural network of multi-module
Sign Up to like & getrecommendations! Published in 2020 at "Journal of Real-Time Image Processing"
DOI: 10.1007/s11554-019-00885-8
Abstract: There are few studies on binary image steganalysis based on convolutional neural network (CNN). In this paper, an efficient binary image steganalysis scheme based on CNN which integrates high-pass filters, truncated linear unit and subnetworks… read more here.
Keywords: image steganalysis; binary image; steganalysis based; image ... See more keywords
FACSNet: Forensics aided content selection network for heterogeneous image steganalysis
Sign Up to like & getrecommendations! Published in 2024 at "Scientific Reports"
DOI: 10.1038/s41598-024-77552-x
Abstract: The main goal of image steganalysis, as a technique of confrontation with steganography, is to determine the presence or absence of secret information in conjunction with the specific statistical characteristics of the carrier. With the… read more here.
Keywords: image steganalysis; content selection; image; network ... See more keywords
Digital Image Steganalysis: Current Methodologies and Future Challenges
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3202905
Abstract: 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… read more here.
Keywords: steganalysis current; current methodologies; digital image; image steganalysis ... See more keywords
Zero-Shot Interpretable Image Steganalysis for Invertible Image Hiding
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Signal Processing Letters"
DOI: 10.1109/lsp.2025.3633618
Abstract: Image steganalysis, which aims at detecting secret information concealed within images, has become a critical countermeasure for assessing the security of steganography methods, especially the emerging invertible image hiding approaches. However, prior studies merely classify… read more here.
Keywords: image steganalysis; steganalysis; image hiding; image ... See more keywords
A Novel Convolutional Neural Network for Image Steganalysis With Shared Normalization
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Multimedia"
DOI: 10.1109/tmm.2019.2920605
Abstract: Image steganalysis is to discriminate innocent images (cover images) and those suspected images (stego images) with hidden messages. The task is challenging since modifications to cover images due to message hiding are extremely small. To… read more here.
Keywords: image steganalysis; neural network; normalization;
SG-ResNet: Spatially Adaptive Gabor Residual Networks with Density-Peak Guidance for Joint Image Steganalysis and Payload Location
Sign Up to like & getrecommendations! Published in 2025 at "Mathematics"
DOI: 10.3390/math13091460
Abstract: Image steganalysis detects hidden information in digital images by identifying statistical anomalies, serving as a forensic tool to reveal potential covert communication. The field of deep learning-based image steganography has relatively scarce effective steganalysis methods,… read more here.
Keywords: image steganalysis; adaptive gabor; steganalysis; image ... See more keywords