Medical perfusion image processing method and medical imaging equipment
An image processing and medical technology, applied in the field of image processing, can solve the problems of poor determination accuracy, time-consuming, and complicated determination process of arterial input points, and achieve the effect of avoiding human intervention and improving accuracy and efficiency
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Embodiment 1
[0035] The medical perfusion image processing method provided in this embodiment is applicable to the situation of automatically identifying an arterial input point from a medical perfusion image. The method can be performed by a medical perfusion image processing device, which can be implemented by software and / or hardware, and the device can be integrated in electronic equipment with image processing functions, such as notebook computers, desktop computers, servers or magnetic resonance Image processing workstations of medical equipment such as imaging equipment and computer tomography imaging equipment, etc. see figure 1 , the method of this embodiment specifically includes:
[0036] S110. Acquire a medical perfusion image set to be processed, and perform spatial feature extraction and temporal feature extraction on the medical perfusion image set respectively, to generate grayscale spatial distribution features and contrast agent-time distribution features corresponding t...
Embodiment 2
[0049] This embodiment provides a medical perfusion image processing method, which can be executed by a magnetic resonance system, a computed tomography system or a medical post-processing workstation, see image 3 , the specific steps of the method may include:
[0050] S210. Acquire a set of medical perfusion images to be processed.
[0051] The set of medical perfusion images includes images of one or more slices. The medical image to be processed can be obtained, for example, by hepatic blood perfusion imaging, for example, by performing dynamic scanning of the selected slice after intravenous bolus injection of contrast agent. Certainly, the region of interest corresponding to the medical image to be processed may also be organs or tissues such as the brain, heart, lungs, and kidneys.
[0052] A collection of medical perfusion images may be obtained by applying a bolus of contrast agent to a patient's vasculature, and imaging a region of interest at a number of differen...
Embodiment 3
[0069] In this embodiment, on the basis of the first embodiment above, the "arterial input function model" is further optimized. Wherein, explanations of terms that are the same as or corresponding to the above embodiments are not repeated here.
[0070] see Figure 6 , the model architecture of the arterial input function model in the medical perfusion image processing method provided in this embodiment includes: a recognition network unit 610 and a synthesis unit 620, and the recognition network unit 610 includes a space recognition sub-network 611 and a time recognition sub-network 612; wherein, the space The identification subnetwork 611 is used to identify the medical perfusion image set from the spatial dimension, the time identification subnetwork 612 is used to identify the medical perfusion image from the time dimension, and the synthesis unit 620 is used to obtain the model output result.
[0071] The spatial identification sub-network 611 is used to identify the ar...
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