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264 results about "Medical image diagnosis" patented technology

Diagnostic imaging, also called medical imaging, the use of electromagnetic radiation and certain other technologies to produce images of internal structures of the body for the purpose of accurate diagnosis. Diagnostic imaging is roughly equivalent to radiology, the branch of medicine that uses radiation to diagnose and treat diseases.

GAN-based medical diagnosis model anti-attack method

The invention discloses a GAN-based medical diagnosis model anti-attack method for solving the security problem of an artificial intelligence medical image diagnosis model. The method comprises the following steps: building a ResNet-101-based high-precision residual neural network diagnosis model for an acquired medical pathological image, and then building a GAN-based confrontation attack network model which comprises a generator G and a discriminator D, wherein the generator G is used for generating a medical image confrontation sample by superposing high-dimensional random noise disturbance x on an input medical image, and the discriminator D is used for discriminating the authenticity of the confrontation sample; employing a PatchGAN discriminator based on a feature extraction image block for designing three layers of feature blocks including a residual block, expansion convolution and a channel attention mechanism as a main method for feature extraction, so that convolution kernel receptive fields of different scales can extract more refined feature map information by using the method and an effective input medical image disturbance area is obtained; therefore, the anti-attack effectiveness of the medical diagnosis model is improved, and the medical diagnosis model can be reinforced and defended from the anti-attack.
Owner:XIAN UNIV OF POSTS & TELECOMM

Multifunctional medical image diagnosis device

The invention discloses a multifunctional medical image diagnosis device. The multifunctional medical image diagnosis device comprises a movable photography main unit, a photography flat bed and a chest radiography rack which are used independently or in a combined manner, wherein an X radiation source component, which can not only move up and down but also rotate, is mounted on the photography main unit; a plate drawer is mounted on the chest radiography rack; an image detection flat plate is placed on the photography flat bed or in the plate drawer; when the X radiation source component faces the photography flat bed, the photography main unit is combined with the photography flat bed for use, and lying posture photography diagnosis is realized; when the X radiation source component faces the plate drawer, the photography flat bed is combined with the chest radiography rack for use, and standing posture photography diagnosis is realized. The multifunctional medical image diagnosis device has the advantages that the problems of simplex function, low utility value, failure in prompt and precise diagnosis, and the like, of the traditional medical image diagnosis device are solved; multiple purposes can be realized; the cost is reduced; the usage rate is improved; the precision is greatly improved.
Owner:于守君
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