通过大语言模型和可逆内容意识策略进行可信可否认的医疗图像加密
IEEE journal of biomedical and health informatics
|April 29, 2025
概括
本研究介绍了一种使用大型语言模型 (LLM) 来增强DNA编码的新型医疗图像加密方法. 通过LLM增强的DNA编码为保护敏感患者数据提供了卓越的安全性和效率.
科学领域:
- 计算机科学 计算机科学
- 医疗成像医学成像
- 密码学 密码学 密码学 密码学
背景情况:
- 医疗保健系统面临着重大安全风险,数据丢失可能会对患者和机构造成严重伤害.
- 由于其速度,并行性,最小的存储和强大的安全性,DNA编码为医疗图像加密提供了有前途的解决方案.
研究的目的:
- 通过将大型语言模型 (LLM) 与DNA编码集成来提出先进的医学图像加密技术.
- 加强医疗图像数据保护的安全性和效率,防止隐私侵犯.
主要方法:
- 拟议的方法具有LLM增强模块,可以将低的医疗图像像像素压缩成紧的概率信号,增加一层防御.
- 一个内容意识的和扩散模块通过打破像素相关性和通过基于DNA的扩散增加加密复杂性来进一步保护数据.
主要成果:
- 对胸部Xray-14,COVID-CT和fcon-1000数据集的实验表明,与现有方法相比,它们的性能优越.
- 通过LLM增强的DNA编码方法,敏感性,相关性和度指标显著改善.
结论:
- 该LLM增强的DNA编码方法为医疗图像加密提供了一种高度有效和安全的方法.
- 该技术为医疗保健系统中保护敏感医疗数据提供了强大的解决方案.
相关概念视频
Magnetic Resonance Imaging
4.8K
Magnetic resonance imaging (MRI) is a noninvasive medical imaging technique based on a phenomenon of nuclear physics discovered in the 1930s, in which matter exposed to magnetic fields and radio waves was found to emit radio signals. In 1970, a physician and researcher named Raymond Damadian noticed that malignant (cancerous) tissue gave off different signals than normal body tissue. He applied for a patent for the first MRI scanning device in clinical use by the early 1980s. The early MRI...
4.8K
Masking and Demasking Agents
2.2K
EDTA titrations may necessitate masking and demasking agents to temporarily protect a particular metal ion in a mixture from the EDTA reaction. These agents facilitate the sequential analysis of the metal ions by forming stable complexes with some—but not all—metal ions during certain steps.
There are many masking agents, such as cyanide, fluoride, triethanolamine, thiourea, and 2,3-bis(sulfanyl)propan-1-ol (formerly 2,3-dimercapto-1-propanol), with the masking agent chosen based on...
There are many masking agents, such as cyanide, fluoride, triethanolamine, thiourea, and 2,3-bis(sulfanyl)propan-1-ol (formerly 2,3-dimercapto-1-propanol), with the masking agent chosen based on...
2.2K
Positron Emission Tomography
3.9K
Positron emission tomography (PET) is a medical imaging technique involving radiopharmaceuticals — substances that emit short-lived radiation. Although the first PET scanner was introduced in 1961, it took 15 more years before radiopharmaceuticals were combined with the technique and revolutionized its potential.
One of the main requirements of a PET scan is a positron-emitting radioisotope, which is produced in a cyclotron and then attached to a substance used by the part of the body...
One of the main requirements of a PET scan is a positron-emitting radioisotope, which is produced in a cyclotron and then attached to a substance used by the part of the body...
3.9K
Defense Mechanism Against Infection
5.7K
Natural flora, body system defenses, and inflammation are natural barriers of the body against infectious agents regardless of previous exposure. Normal floras of the human body refer to the microbial population that colonizes the skin and mucous membranes.
In addition, many body organ systems have unique defenses against infection. The skin is an intact, multilayered surface preventing invasion by microorganisms unless impaired. Mucous membranes lining the mouth, nose, and eyelids are barriers...
In addition, many body organ systems have unique defenses against infection. The skin is an intact, multilayered surface preventing invasion by microorganisms unless impaired. Mucous membranes lining the mouth, nose, and eyelids are barriers...
5.7K
Phase Contrast and Differential Interference Contrast Microscopy
7.3K
Phase-Contrast Microscopes
In-phase-contrast microscopes, interference between light directly passing through a cell and light refracted by cellular components is used to create high-contrast, high-resolution images without staining. It is the oldest and simplest type of microscope that creates an image by altering the wavelengths of light rays passing through the specimen. Altered wavelength paths are created using an annular stop in the condenser. The annular stop produces a hollow cone of...
In-phase-contrast microscopes, interference between light directly passing through a cell and light refracted by cellular components is used to create high-contrast, high-resolution images without staining. It is the oldest and simplest type of microscope that creates an image by altering the wavelengths of light rays passing through the specimen. Altered wavelength paths are created using an annular stop in the condenser. The annular stop produces a hollow cone of...
7.3K
Cryo-electron Microscopy
3.2K
Conventional electron microscopy (EM) involves dehydration, fixation, and staining of biological samples, which distorts the native state of biological molecules and results in several artifacts. Also, the high-energy electron beam damages the sample and makes it difficult to obtain high-resolution images. These issues can be addressed using cryo-EM, which uses frozen samples and gentler electron beams. The technique was developed by Jacques Dubochet, Joachim Frank, and Richard Henderson, for...
3.2K


