Bone suppression image generation method and device, storage medium and electronic equipment
An image generation and bone suppression technology, applied in the field of image processing, can solve the problems of high cost and expensive equipment, and achieve the effect of reducing distortion and improving image clarity
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Embodiment 1
[0027] figure 1 It is a schematic flow chart of a method for generating a bone-suppressed image provided by Embodiment 1 of the present invention. This embodiment is applicable to the case of obtaining a high-precision bone-suppressed image. To execute, the apparatus may be realized by means of software and / or hardware, and the apparatus may be integrated into electronic equipment such as a server or a computer. The method specifically includes the following steps:
[0028] S110. Acquire an original chest image of the target object.
[0029] S120. Process the original breast image based on the pre-trained bone suppression model to obtain an initial bone suppression image and a bone segmentation image of the target object, wherein the pre-trained bone suppression model includes a bone suppression branch and a bone segmentation branch.
[0030] S130. Generate a target bone-suppressed image according to the bone position in the bone segmentation image, the original chest image,...
Embodiment 2
[0048] Figure 5 It is a schematic flowchart of a method for generating a bone-suppressed image provided by an embodiment of the present invention. On the basis of the above-mentioned embodiments, a training method for a bone-suppressed model is provided. The method specifically includes:
[0049] S210. Create an initial bone suppression model.
[0050] S220. Input the sample data into the initial bone suppression model to obtain a predicted bone suppression image and a predicted bone segmentation image.
[0051] S230. Train the initial bone suppression model based on the predicted bone suppression image and the standard bone suppression image, and train the initial bone suppression model based on the predicted bone segmentation image and the standard bone segmentation image.
[0052] Among them, the structure of the initial bone suppression model can be as follows image 3 As shown, the initial bone suppression model is trained based on the pre-collected sample data and th...
Embodiment 3
[0068] Image 6 It is a schematic structural diagram of a device for generating a bone-suppressed image provided in Embodiment 3 of the present invention, and the device includes:
[0069] An original image acquisition module 310, configured to acquire an original image of the chest of the target object;
[0070]The image processing module 320 is configured to process the original chest image based on a pre-trained bone suppression model to obtain an initial bone suppression image and a bone segmentation image of the target object, wherein the pre-trained bone suppression model includes Osteoinhibition branch and bone segmentation branch;
[0071] A target bone-suppressed image determination module 330, configured to generate a target bone-suppressed image according to the bone position in the bone segmentation image, the original chest image and the initial bone-suppressed image.
[0072] Optionally, the bone segmentation image includes classification probabilities of each ...
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