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Apparatus, method, and program for training discriminator discriminating disease region, discriminator discriminating disease region, disease region discrimination apparatus, and disease region discrimination program

專利號
US11176413B2
公開日期
2021-11-16
申請人
FUJIFILM Corporation(JP Tokyo)
發(fā)明人
Sadato Akahori
IPC分類
G06K9/00; G06K9/62; G06T7/00; G06T3/00
技術(shù)領(lǐng)域
image,ct,infarction,cnn,bc0,learning,mr,bc1,region,bm0
地域: Tokyo

摘要

A discriminator includes a common learning unit and a plurality of learning units that are connected to an output unit of the common learning unit. The discriminator is trained, using a plurality of data sets of a first image obtained by capturing an image of a subject that has developed a disease and an image data of a disease region in the first image, such that information indicating the disease region is output from a first learning unit in a case in which the first image is input to the common learning unit. In addition, the discriminator is trained, using a plurality of data sets of an image set obtained by registration between the first image and a second image whose type is different from the type of the first image, such that an estimated image of the second image is output from an output unit of a second learning unit.

說明書

In addition, specifically, an electric circuit (circuitry) obtained by combining circuit elements, such as semiconductor elements, can be used as the hardware structure of the various processors.

EXPLANATION OF REFERENCES

1: disease region discrimination apparatus

2: three-dimensional imaging apparatus

3: image storage server

4: network

11: CPU

12: memory

13: storage

14: display unit

15: input unit

21: image acquisition unit

22, 22-2: learning unit

23: discriminator

24: display control unit

31: first CNN (common learning unit)

32: second CNN (first learning unit)

33: third CNN (second learning unit)

A1: infarction region

Bc1: CT image as discrimination target

Bc0: CT image including infarction region

Bm0: MR image including infarction region

Dm1: estimated MR image

權(quán)利要求

1
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