A proficient image steganography method with effective data hiding and detection
[ X ]
Tarih
2022
Yazarlar
Dergi Başlığı
Dergi ISSN
Cilt Başlığı
Yayıncı
Altınbaş Üniversitesi / Lisansüstü Eğitim Enstitüsü
Erişim Hakkı
info:eu-repo/semantics/closedAccess
Özet
Recently, there has been a great deal of progress in the realm of communication. As a result,
data privacy and security are now prerequisites for any kind of electronic exchange. The
proliferation of Internet-based science and technology has led to widespread adoption of
digital data in the form of text, audio, video, and image files. Over the network of computers
and similar devices, enormous amounts of data are transferred. Despite this, it is possible for
an unauthorized user to intercept this data because the security is inadequate. Protecting the
privacy and integrity of transmitted information is, therefore, an urgent necessity. There are a
number of Steganographic and Cryptographic techniques and combinations thereof that can
be used to meet this requirement. In this thesis, we used LSB image steganography to obtain
the stego image, and then used deep learning, in particular convolutional neural networks, to
identify the stego. Results demonstrated that the employed models successfully detected
stego images with a perfect success rate.
Açıklama
Anahtar Kelimeler
Deep Learning, LSB, Artificial Neural Network, Network Security, Cryptograph
Kaynak
WoS Q Değeri
Scopus Q Değeri
Cilt
Sayı
Künye
Al Zakitat, Mustafa Ali Sahib. (2022). A proficient image steganography method with effective data hiding and detection. (Yayınlanmamış yüksek lisans tezi). Altınbaş Üniversitesi, Lisansüstü Eğitim Enstitüsü, İstanbul.