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 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 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 () 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 dB, SSIM, NPCR while preserving histograms/correlations and lightweight complexity. |