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基于深度學(xué)習的人臉圖像加密算法研究
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1.ANU College of Engineering, Computing &2.Cybernetics;3.北京工商大學(xué)

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Research on Face Image Encryption Algorithm based on Deep learning
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    摘要:

    圖像作為視覺(jué)傳達的重要信息載體,以一種直觀(guān)、形象的方式向受眾傳遞信息。但是,圖像會(huì )在不知不覺(jué)中帶來(lái)個(gè)人隱私信息泄露等安全隱患。本文從保護圖像中隱私安全角度出發(fā),深度融合人臉檢測、人臉對齊方法以及混合混沌序列的圖像加解密算法,提出了一種基于深度學(xué)習算法的人臉圖像信息加密算法,即FIIE(Face Image Information Encryption )算法,用于保護圖片中的面部核心部位隱私信息。FIIE算法的具體描述如下:首先,采用WLDER FACE數據集中的人臉圖像對MTCNN模型展開(kāi)訓練,并利用訓練好的模型根據人臉特征點(diǎn)獲取圖像中人臉所在的矩形框坐標;然后,通過(guò)上述人臉區域坐標生成掩膜,運用生成的掩膜使原圖與Logistic混沌序列做位運算,最后,對圖像中人臉特定區域的加密。通過(guò)實(shí)驗表明,本算法可以準確識別圖像中人臉信息特定區域,實(shí)現對圖像中面部信息的有效加密,保障用戶(hù)的隱私安全。

    Abstract:

    As an important information carrier of visual communication, images convey information to the audience in an intuitive and vivid way. However, the image will unknowingly bring personal privacy informatidisclosure and other security risks. From the perspective of privacy protection in images, this paper deon eply integrates Face detection, face alignment methods and Image Encryption and decryption algorithms mixed with chaotic sequences, and proposes a face image Information encryption algorithm based on deep learning algorithm, namely FIIE (Face Image Information Encryption) algorithm. Used to protect the privacy of the core parts of the face in the picture. The specific description of FIIE algorithm is as follows: First, the FACE image in the WLDER FACE data set is used to train the MTCNN model, and the trained model is used to obtain the rectangular frame coordinates of the face in the image according to the face feature points. Then, a mask is generated by the above coordinates of the face region, and the generated mask is used to perform bit arithmetic between the original image and the Logistic chaotic sequence. Finally, the specific region of the face in the image is encrypted. Experiments show that this algorithm can accurately identify specific areas of facial information in images, realize effective encryption of facial information in images, and ensure the privacy and security of users.

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魯瑞,張南,辛君芳.基于深度學(xué)習的人臉圖像加密算法研究計算機測量與控制[J].,2023,31(6):217-222.

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  • 收稿日期:2023-02-15
  • 最后修改日期:2023-02-19
  • 錄用日期:2023-02-20
  • 在線(xiàn)發(fā)布日期: 2023-06-15
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