Method, apparatus and program for image processing, and abnormal shadow detection
View Patent ↗A normal structure element image representing normal structure of at least predetermined one of structure elements of an object images of which are included in an image of the object is artificially generated. A structure-removed image, which is an image obtained by removing the predetermined structure element from the image of the object, is generated by an image operation between the image of the object and the normal structure element image of the predetermined structure element.
1. An image processing method comprising the steps of artificially generating, by a computer, a normal structure element image representing a normal structure of at least one predetermined structure element included in an object by preparing a statistical model of the structure element from teacher data extracted from different normal images of the same kind of object, and
generating a structure-removed image, which is an image obtained by removing the predetermined structure element from the image of the object, by an image operation between the image of the object and the normal structure element image of the predetermined structure element,
wherein the generating a normal structure element image comprises:
obtaining image data representing an image representing normal structure of a structure element the same in kind as the predetermined structure element,
setting a plurality of structure change vectors for changing the structure of the structure element of the same kind, and
adding the structure change vectors to the image data.
2. An image processing method as defined in claim 1 in which the step of generating a normal structure element image comprises the steps of
obtaining image data representing an image representing normal structure of an object the same in kind as said original object,
setting a plurality of structure change vectors for changing the structure of the object of the same kind,
generating a normal object image representing a normal structure of the original object corresponding to the image of the object by adding the structure change vectors to the image data, and
generating the normal structure element image by the use of a neural net which extracts a normal image of a structure element in the normal object image which is the same in kind as the predetermined structure element from the normal object image on the basis of the normal object image.
3. A computer-readable medium including a computer program which causes a computer to execute an image processing method comprising the steps of claim 2 .
4. An abnormal shadow detecting method comprising the steps of claim 2 , and further comprising detecting an abnormal shadow in the structure-removed image on the basis of the structure-removed image.
5. A computer-readable medium including a computer program which causes a computer to execute abnormal shadow detecting method comprising the steps of claim 4 .
6. An image processing method as defined in claim 1 comprising the step of
selecting an image substantially conforming to a normal structure element image from a plurality of artificially generated different images each representing a normal structure of the structure element.
7. A computer-readable medium including a computer program which causes a computer to execute an image processing method comprising the steps of claim 6 .
8. An abnormal shadow detecting method comprising the steps of claim 6 , and further comprising detecting an abnormal shadow in the structure-removed image on the basis of the structure-removed image.
9. A computer-readable medium including a computer program which causes a computer to execute abnormal shadow detecting method comprising the steps of claim 8 .
10. A computer-readable medium device encoded with computer program which causes a computer to execute an image processing method comprising the steps of claim 1 .
11. An abnormal shadow detecting method comprising the steps of claim 1 , and further comprising
detecting an abnormal shadow in the structure-removed image on the basis of the structure-removed image.
12. A computer-readable medium device encoded with a computer program which causes a computer to execute abnormal shadow detecting method comprising the steps of claim 11 .
13. An image processing apparatus comprising
an object image input means which inputs an image representing an object comprising a plurality of structure elements,
a normal structure element image generating means which artificially generates a normal structure element image representing a normal structure of at least one predetermined structure element included in the object image by preparing a statistical model of the structure element from teacher data extracted from different normal images of the same kind of object, and
a structure-removed image generating means which generates a structure-removed image, which is an image obtained by removing the predetermined structure element from the image of the object, by an image operation between the image of the object and the normal structure element image of the predetermined structure element
wherein the normal structure image generating means comprises
an image data obtaining means which obtains image data representing an image representing normal structure of a structure element the same in kind as the predetermined structure element.
a setting means which sets a plurality of structure change vectors for changing the structure of the structure element of the same kind, and
a structure change vector adding means which adds the structure change vectors to the image data.
14. An image processing apparatus as defined in claim 13 in which the image of the object is a medical image, and the plurality of structure elements have anatomical features of the object.
15. An abnormal shadow detecting apparatus comprising the apparatus of claim 14 and further comprising an abnormal shadow detecting means which detects an abnormal shadow in the structure-removed image on the basis of the structure-removed image.
16. An image processing apparatus as defined in claim 13 comprising:
an image storage means which stores a plurality of artificially generated different images each representing an image representing normal structure of a structure element the same in kind as the predetermined one of the structure elements of the object, and
an image selecting means which selects an image substantially conforming to a normal structure element image representing the normal structure.
17. An image processing apparatus as defined in claim 16 in which the image of the object is a medical image, and the plurality of structure elements have anatomical features of the object.
18. An abnormal shadow detecting apparatus comprising the apparatus of claim 16 and further comprising an abnormal shadow detecting means which detects an abnormal shadow in the structure-removed image on the basis of the structure-removed image.
19. An abnormal shadow detecting apparatus comprising the apparatus of claim 13 and further comprising
an abnormal shadow detecting means which detects an abnormal shadow in the structure-removed image on the basis of the structure-removed image.
20. An image processing apparatus comprising
an object image input means which inputs an image representing an object comprising a plurality of structure elements,
a normal structure element image generating means which artificially generates a normal structure element image representing a normal structure of at least one predetermined structure element included in the object image by preparing a statistical model of the structure element from teacher data extracted from different normal images of the same kind of object, and
a structure-removed image generating means which generates a structure-removed image, which is an image obtained by removing the predetermined structure element from the image of the object, by an image operation between the image of the object and the normal structure element image of the predetermined structure element,
wherein the normal structure element image generating means comprises
an image data obtaining means which obtains image data representing an image representing normal structure of an object the same in kind as said original object,
a structure change vector setting means which sets a plurality of structure change vectors for changing the structure of the object of the same kind,
a structure change vector adding means which generates a normal object image representing a normal structure of the original object corresponding to the image of the object by adding the structure change vectors to the image data, and
an image generating means which generates the normal structure element image by the use of a neural net which extracts a normal image of a structure element in the normal object image which is the same in kind as the predetermined structure element from the normal object image on the basis of the normal object image.
21. An abnormal shadow detecting apparatus comprising the apparatus of claim 20 and further comprising
an abnormal shadow detecting means which detects an abnormal shadow in the structure-removed image on the basis of the structure-removed image.
22. An image processing apparatus as defined in claim 20 in which the image of the object is a medical image, and the plurality of structure elements have anatomical features of the object.
23. An image processing apparatus as defined in claim 20 comprising:
an image storage means which stores a plurality of artificially generated different images each representing an image representing normal structure of a structure element the same in kind as the predetermined one of the structure elements of the object, and
an image selecting means which selects an image substantially conforming to a normal structure element image representing the normal structure.