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. 2026 Apr 24;16:19054. doi: 10.1038/s41598-026-46283-6

Table 1.

Comparison of the proposed OGI-based measurement-domain optical steganography with representative GI/SPI-based security schemes in terms of core method, experimental setup, and performance Abbreviations: GI = ghost imaging; CGI = computational ghost imaging; SCGI = sweeping computational ghost imaging; SPI = single-pixel imaging; OGI = orthogonal ghost imaging; FGI = Fourier ghost imaging; CGH = computer-generated hologram; DMD = digital micromirror device; SLM = spatial light modulator; PSNR = peak signal-to-noise ratio; SSIM = structural similarity index measure; NPCR = number of pixels change rate; NRMS = normalized root-mean-square error; CC = correlation coefficient; RSA = Rivest-Shamir-Adleman public-key cryptosystem.

Year/Ref. Core method Optical/experimental setup Security/embedding domain Representative performance/limitations
202028 Multi-channel computational GI with bucket-sequence permutation and CGI-based steganography (no LSB). Two-channel computational GI with random patterns and a 3D object; up to ∼5.4×104 measurements. Merged multi-channel bucket vector encrypted via permutation; secret image added to the cover at the object/intensity plane before CGI (not pixel-level LSB). Provides multi-layer security with good NRMS quality, but requires many measurements and lacks detailed cover-statistics analysis.
202430 Sweeping CGI (SCGI) combined with LSB image steganography and RSA cryptography. Row/column sweeping SCGI for 64×64 binary/grayscale objects; two bucket sequences from row and column scans. LSB embedding in SCGI reconstructions (pixel domain); RSA applied to bucket data or reconstructed images. Few-shot acquisition (m+n=128) with good NPCR/NRMS/CC security, but stego-image PSNR remains low (13 dB).
202429 FGI encryption with UTN-designed camouflaged CGHs for holographic steganographic authentication. DMD-based single-pixel FGI encoder plus dual-SLM optical reconstruction of two cascaded CGHs. Authentication pattern embedded in CGHs; FGI bucket signals used directly as ciphertext (no bucket-level steganography). Robust encryption/authentication, but relies on deep-learning CGH design and complex holographic hardware.
202441 Encrypted SPI using Hadamard patterns, 3D Arnold scrambling, and elliptic-curve key exchange. Hadamard single-pixel imaging; 1D bucket data scrambled by a 3D Arnold transform before transmission. Pure encryption of SPI light-intensity data (plaintext measurements); no steganographic cover or hidden communication channel. Enhances encryption security but does not address steganographic invisibility or cover statistics.
202546 Dual-layer optical encryption combining orthogonal ghost imaging with Logistic-map chaos. OGI with orthogonal patterns; bucket data encrypted digitally using a chaotic keystream. Bucket-level encryption of OGI intensities before reconstruction; no separate hidden message or steganographic cover. Provides strong diffusion/confusion but is noise-sensitive and does not address physical-layer steganography.
2025 (this work) OGI-based Measurement-Domain steganography with hash-initialized logistic-map chaos and bucket-level LSB embedding. Compact single-pixel OGI with orthogonal patterns and a bucket detector; validated in simulation and optical experiment. Ciphertext embedded into bucket measurements before OGI reconstruction (hardware-generated OGI cover; no DL or holography). Maintains PSNR>53 dB, SSIM>0.998, NPCR≈99.98% while preserving histograms/correlations and lightweight complexity.