• Laser & Optoelectronics Progress
  • Vol. 58, Issue 22, 2210011 (2021)
Zhenjie Bao and Ru Xue*
Author Affiliations
  • School of Information Engineering, Xizang Minzu University, Xianyang, Shaanxi 712082, China
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    DOI: 10.3788/LOP202158.2210011 Cite this Article Set citation alerts
    Zhenjie Bao, Ru Xue. Optical Image Encryption Method Based on Autoencoder[J]. Laser & Optoelectronics Progress, 2021, 58(22): 2210011 Copy Citation Text show less
    Architecture of double random phase encoding
    Fig. 1. Architecture of double random phase encoding
    Structure of automatic optical image encryption network
    Fig. 2. Structure of automatic optical image encryption network
    Neural network structure of automatic optical image encryption network
    Fig. 3. Neural network structure of automatic optical image encryption network
    Change of encoding loss function with iterations
    Fig. 4. Change of encoding loss function with iterations
    Change of decoding loss function with iterations
    Fig. 5. Change of decoding loss function with iterations
    Encryption and decryption effects of automatic optical image encryption network。(a) Original images;(b) encryption images; (c) decryption images
    Fig. 6. Encryption and decryption effects of automatic optical image encryption network。(a) Original images;(b) encryption images; (c) decryption images
    Histograms of plaintext images, encrypted images, and decrypted images in automatic optical image encryption network. (a) Plaintext images; (b) encrypted images; (c) decrypted images
    Fig. 7. Histograms of plaintext images, encrypted images, and decrypted images in automatic optical image encryption network. (a) Plaintext images; (b) encrypted images; (c) decrypted images
    Scatter plots of adjacent pixels in horizontal, vertical, and diagonal directions of plaintext image and ciphertext image. (a)(b) Horizontal direction; (c)(d) vertical direction; (e)(f) diagonal direction
    Fig. 8. Scatter plots of adjacent pixels in horizontal, vertical, and diagonal directions of plaintext image and ciphertext image. (a)(b) Horizontal direction; (c)(d) vertical direction; (e)(f) diagonal direction
    PSNR of ciphertext image and plaintext image
    Fig. 9. PSNR of ciphertext image and plaintext image
    PSNR of decrypted image and plaintext image
    Fig. 10. PSNR of decrypted image and plaintext image
    SSIM of decrypted image and plaintext image
    Fig. 11. SSIM of decrypted image and plaintext image
    ImageHorizontal correlation coefficient of Ref. [8]Horizontal correlation coefficient of oursVertical correlation coefficient of Ref. [8]Vertical correlation coefficient of oursDiagonal correlation coefficient of Ref. [8]Diagonal correlation coefficient of ours
    Figure 8(a)0.08770.00780.13790.00690.0349-0.0046
    Figure 8(d)0.15450.01270.1002-0.00390.0261-0.0172
    Figure 8(g)0.1296-0.01760.12490.01020.04830.0261
    Figure 8(j)0.1357-0.02790.15250.02000.0074-0.0154
    Table 1. Comparison of correlation coefficients in horizontal, vertical, and diagonal directions of ciphertext image
    IndexRef. [8]Proposed method
    PSNR30.166431.5739
    SSIM0.90810.9509
    Table 2. Comparison of PSNR and SSIM obtained by method in Ref. [8] and proposed method
    Zhenjie Bao, Ru Xue. Optical Image Encryption Method Based on Autoencoder[J]. Laser & Optoelectronics Progress, 2021, 58(22): 2210011
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