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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

The image storage server 3 is a computer that stores and manages various types of data and comprises a high-capacity external storage device and database management software. The image storage server 3 performs communication with other apparatuses through the wired or wireless network 4 to transmit and receive, for example, image data. Specifically, the image storage server 3 acquires various types of data including image data of the CT image generated by the three-dimensional imaging apparatus 2 through the network, stores the acquired data in a recording medium, such as a high-capacity external storage device, and manages the data. In addition, the storage format of the image data and the communication between the apparatuses through the network 4 are based on a protocol such as Digital Imaging and Communication in Medicine (DICOM).

The disease region discrimination apparatus 1 is configured by installing a learning program and a disease region discrimination program according to the present disclosure in one computer. The computer may be a workstation or a personal computer that is directly operated by a doctor who performs diagnosis or may be a server computer that is connected with them through the network. The learning program and the disease region discrimination program are recorded on a recording medium, such as a digital versatile disc (DVD) or a compact disc read only memory (CD-ROM), and are then distributed. The learning program and the disease region discrimination program are installed in the computer from the recording medium. Alternatively, the learning program and the disease region discrimination program are stored in a storage device of a server computer connected to the network or a network storage so as to be accessed from the outside, are downloaded to the computer used by the doctor on request, and are then installed in the computer.

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