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Journal : International Journal of Engineering, Science and Information Technology

Smart Stego: A Web Application for Hiding Secret Data in Images with LSB and CNN Suryawan, I Gede Totok; Sudarma, Made; Putra, I Ketut Gede Darma; Sudana, Anak Agung Kompiang Oka
International Journal of Engineering, Science and Information Technology Vol 5, No 4 (2025)
Publisher : Malikussaleh University, Aceh, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52088/ijesty.v5i4.1008

Abstract

This study develops a web-based steganography model to insert the identity of artisans in the form of palmprint images into the image of gringsing ikat woven cloth as a medium for ownership authentication. The method used in the insertion process combines a Convolutional Neural Network and the Least Significant Bit. In contrast, extracting or re-introducing palmprint images from stego images is carried out using a CNN-based classification model. This system was tested with two scenarios; in the first scenario, one palmprint image was inserted into 26 different cloth motifs, while in the second scenario, one cloth motif was inserted into 99 different palmprint images. The test results showed that the system produced consistent confidence values for all cloth motifs in the first scenario. In contrast, in the second scenario, the system achieved an average confidence of 93.5% and a recognition accuracy of 87%. The developed application has proven to be efficient with a reduction in stego image size of up to 66% while maintaining the quality of the stego image, as well as a speedy average execution time of 0.15 seconds for insertion and 0.09 seconds for extraction. These findings prove that the developed steganography model can effectively insert and re-recognize identity images (palmprints) in woven cloth images and has the potential to be applied as an image-based craft product ownership verification system.
Co-Authors A. A. Raka Onny Diar Danur C. A.A Primaningrat Gita Puspita A.A. Gede Brampramana Putra A.A. Ketut Agung Cahyawan W AA.Kt.Agung Cahyawan Wiranatha Adi, Ngurah Adityaksa, I Gede Made Abhi Agung Jodi Pratama Agus Ghana Putra Partama Akane Sasaoka Anak Agung Ketut Agung Cahyawan Wiranatha Ananda Paramartha Angga Kusuma, Angga Anjela Faye M. Basco Arsa, Dewa Made Sri Arturito, Made Jiyestha Astutik, Dian Awen Hariwijaya Ayu Wirdiani Ayu Wirdiani Bagus Yudistira Bayupati, Agung Daniel Hadi Darma Putra Desy Purnami S.P Dewa Made Wiharta Dewi, Ida Ayu Pradita Dewi, Ni Wayan Emmy Rosiana Dharma Dyatmika Dwi Putra Githa Dwi Rusjayanthi, Dwi Erna Yulianti Gusti Agung A. Putri Gusti Agung Ayu Putri I Dewa Nym. Nurweda P., I Gede Totok Suryawan I Ketut Adi Purnawan I Ketut Gede Darma Putra I ketut Gede Darma Putra I Made Sukarsa I Made Sunia Raharja, I Made Sunia I Made Suwija Putra I Made Wahyu Saputra I Nyoman Artha Wijaya I Nyoman Piarsa I Pt. Pradnya Pratisditha Ning Parwa I Putu Agung Bayupati I Putu Arya Dharmaadi I Putu Arya Dharmadi I Putu Putra Diyastama I Putu Sura Sanjaya I Wayan Gunaya I. A. K. Sita Laksmita I.D.A. Manik Mas Astawastini I.W. Wahyu Ivan M.J Ida Ayu Wahyu Kumara Putri Ida Bagus Brama Barnawa Irwansyah Cahya Irwansyah Cahya Adha L Kadek Bagus Budi Sasmara Kadek Suar Wibawa Ketut Nila Arta Kevin Wijaya Krisna Cahaya Putra I Putu Krissna Bayu Kusuma Putra, I Gede Angga Lennia Savitri Azzahra Lofiana Made Praditha Gutama Made Sudarma Made Sudarma Made Sukarsa Mahardhika Tirta Mahardika, Oka Minho Jo Ni Kadek Ary Indah Suryani Ni Kadek Giofanni Chandra Devi Ni Kadek Riska Sadini Ni Komang Surya Cahyani Putri Ni Made Ika Marini Mandenni Ni Putu Ratna Gangga Dewi Ni Putu Sutramiani Ni Putu Utari Dyani Laksmi Paramartha, Ary Pratama, I Putu Adi Merta Pratiwi, Putu Ayu Citra Primanggara Gamaswara Purba, Maria Br Purnawan, Abdi Putra, I Made Suwija Putu Anantha Prasetya Yogantara Putu Wira Buana R. Arif Yudarmawan Raharja, Sunia Rahayu Widasari, Made Bandem Yosita Rukmi Sari Hartati Rusjayanthi, Ni Kadek Dwi Shilta Inda Qurroti A'yun Achmadi Sukma, Kd. Vigyan Melati Suryadana, Agus Taradhita, Dewa Ayu Nadia Wahyu Hardinugraha Wayan Galih Pratama Wijayakusuma, I Gusti Ngurah Lanang Wiranatha, Agung Agung Ketut Cahyawan Yonatan Adiwinata