计算机科学
水印
计算机安全
远程医疗
数字水印
保密
钥匙(锁)
隐私保护
对偶(语法数字)
图像(数学)
图像共享
频道(广播)
互联网隐私
人工智能
计算机网络
医疗保健
经济
艺术
文学类
经济增长
作者
Wenying Wen,Zhengqiu Yuan,Shuren Qi,Yushu Zhang,Yuming Fang
标识
DOI:10.1109/tmm.2023.3339588
摘要
Despite the various privacy protection methods that are available through medical services platforms, it is still challenging for patients to achieve a desirable level of privacy protection during image sharing. Therefore, this paper proposes a privacy protection mechanism, called PPM-SEM, for the secure sharing of electronic patient records (EPRs) and medical images in telemedicine; it includes two stages: privacy preparation and privacy protection and reconstruction. In the first stage, a dual watermark (i.e., an image watermark) is generated by combining the patient's EPRs with an image, which can be utilized to ensure the security of patient identity data (i.e., a text watermark).Inthe second stage, a modal transformation network is constructed by training the dual watermark together as an additional channel. This network is called watermark-CycleGAN (W-CycleGAN), which can address the privacy and security issues concerning medical images and provide a double protection mechanism for EPRs. Experimental results demonstrate that only the recovery network with the correct key can restore high-quality medical images. In addition, the patient's EPRs can be fully extracted; i.e., 100% accuracy can be maintained. It is noted that the nonpaired recovery network can also recover visually meaningful medical images, thereby realizing privacy protection for patients in telemedicine scenarios.
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