Estimation device, estimation method, program, and generation method
A purpose of the present invention is to make it possible, when diagnosing bone marrow edema, to estimate whether bone marrow edema is present in a body part of a subject without using MRI testing using a high-cost MRI device. The present invention is an estimation device that includes a learner that is trained using X-ray images in which the body part is photographed, and learning data including information about whether the body part photographed in the X-ray image has bone marrow edema, the X-ray image in which the body part of the subject is photographed being inputted into the learner, and an estimation result being outputted that relates to the presence of bone marrow edema in the body part photographed in the inputted X-ray image.
1 . An estimation device comprising:
a learner that has been trained using training data including X-ray images of body part and information about whether or not bone marrow edema is present in body part captured in each of the X-ray images, wherein
the estimation device inputs an X-ray image of body part of a subject into the learner, and causes the learner to output an estimation result related to a presence or absence of bone marrow edema in body part captured in the inputted X-ray image.
2 . The estimation device according to claim 1 , wherein the body part is a joint of hand.
3 . The estimation device according to claim 1 , wherein the bone marrow edema is bone marrow edema associated with rheumatoid arthritis.
4 . The estimation device according to claim 1 , further comprising a visualization unit that analyzes an internal state of the learner and outputs an image visualizing a region of suspected abnormality in the inputted X-ray image.
5 . A method for estimating a presence or absence of bone marrow edema in body part captured in an X-ray image, the method comprising:
an estimating step of inputting an X-ray image of body part of a subject into a learner that has been trained using training data including X-ray images of body part and information about whether or not bone marrow edema is present in body part captured in each of the X-ray images, and causing the learner to output an estimation result related to a presence or absence of bone marrow edema in body part captured in the inputted X-ray image.
6 . The method according to claim 5 , further comprising a visualizing step of analyzing an internal state of the learner and outputting an image visualizing a region of suspected abnormality in the inputted X-ray image.
7 . A non-transitory computer-readable storage medium storing a program causing a computer to function as:
a learner that has been trained using training data including X-ray images of body part and information about whether or not bone marrow edema is present in body part captured in each of the X-ray images, wherein
the trained learner accepts an X-ray image of body part of a subject as input, and outputs an estimation result related to a presence or absence of bone marrow edema in body part captured in the inputted X-ray image.
8 . A generation method for generating a trained learner that can estimate a presence or absence of bone marrow edema in body part captured in an X-ray image, the generation method comprising:
a training step of training the learner using training data including X-ray images of body part and information about whether or not bone marrow edema is present in body part captured in each of the X-ray images.