Efficient JPEG image steganography using pairwise conditional random field model

Published: 2024, Last Modified: 07 Jan 2026Signal Process. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Propose a novel JPEG steganographic scheme J-CRF using Conditional Random Field (CRF).•Characterize the correlations between DCT coefficients using pairwise CRF.•Cast the task of JPEG steganography as minimizing the detectability with CRF.•Improve J-CRF by reformulating the sum of potentials in a weighted manner.•Demonstrate superior security performance over other SOTA schemes.
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