Systems and methods for automatic segmentation in medical imaging with multiple anatomical structure segmentation models

1. A network-based system for automatic image segmentation, comprising:

a processor configured to:

display to a user on a selection screen a list of anatomical structures associated with one or more images of a patient;

allow the user to select from the list one or more anatomical structures desired to be contoured;

access, via the network, a library of different image segmentation models;

determine the image segmentation models in the library that support segmentation of the one or more anatomical models selected by the user;

display to the user, a list of the image segmentation models determined to support segmentation of the one or more selected anatomical structures;

display to the user a list of anatomical structures that each of the determined segmentation models supports;

allow the user to select all or a subset of the image segmentation models from the list of segmentation models to be used to contour each of the one or more anatomical structures selected by the user;

apply the selected segmentation models on the selected anatomical structures; and

combine results of different segmentation model outcomes.

2. The system of claim 1 , further comprising:

a memory having instructions thereon, wherein when executed, the instructions cause the processor to:

access a database including the one or more medical images associated with the patient;

access a database including the library of different image segmentation models; and

upon a request by the user via a user interface to contour the one or more anatomical structures on the one or more of the medical images:

determine which ones of the segmentation models in the database support segmentation of at least one of the one or more anatomical structures desired to be contoured;

display to the user, on a selection screen, the list of the image segmentation models determined to support segmentation of the one or more of the desired anatomical structures, and the list of the anatomical structures that each of the determined segmentation models supports;

for each of the anatomical structure desired to be contoured, allow the user to select the one or more segmentation models from the list of the anatomical structures displayed to the user;

apply the one or more selected segmentation models to generate corresponding contours for the desired anatomical structures; and

display the generated contours on the one or more images for user review.

3. The system of claim 2 , wherein the processor is further configured to allow the user to accept or reject any of the generated contours.

4. The system of claim 3 , wherein the processor is further configured to allow the user to combine the contours obtained for the same anatomical structure using different segmentation models.

5. The system of claim 4 , wherein the processor is further configured to allow the user to combine the contours obtained for different anatomical structures using different segmentation models.

6. The system of claim 5 , wherein the combining is done on a weighted basis.

7. The system of claim 5 , wherein the combining is done using Boolean operations.

8. The system of claim 5 , wherein the combining is done manually.

9. The system of claim 3 , wherein the processor is further configured to allow the user to return to the selection screen and select a different set of segmentation models from the displayed list to generate the contours.

10. The system of claim 2 , wherein the processor is configured to further process the generated contours prior to user review.

11. The system of claim 10 , wherein the further processing includes automatically modifying margins of the one or more anatomical structures.

12. The system of claim 11 , wherein the further processing includes automatically rejecting selected contours.

13. The system of claim 12 , wherein the selected contours include contours of predefined planes of the one or more desired anatomical structures.

14. The system of claim 10 , wherein the processor is further configured to allow the user to further process the generated contours after review, wherein the further processing includes modifying the generated contours.

15. The system of claim 14 , wherein the modifying includes cutting one or more of the generated contours at predefined locations.

16. The system of claim 15 , wherein the processor is further configured to locate the predefined locations.

17. The system of claim 2 , wherein the database including the segmentation models also includes model data associated with each of the segmentation models, wherein the model data includes one or more of a list of anatomical structures each segmentation model supports, type of protocol each anatomical structure on the list uses for contouring, and input data that each segmentation model requires to perform segmentation, wherein the input data includes one or more of the type of images the segmentation model requires to perform segmentation, and guidance markers.

18. The system of claim 2 , further comprising:

a radiotherapy device configured to deliver radiation treatment to a patient,

wherein the processor is further configured to control the radiotherapy device to irradiate the patient according to a treatment plan based at least on the one or more medical images of the patient and the generated contours.

19. The system of claim 1 , wherein the library of image segmentation models includes segmentation models based on deep learning, and one or more of segmentation models based on atlas, segmentation models based on shape or appearance statistical models, and machine learning based segmentation models.

20. The system of claim 1 , wherein the anatomical structures include one or more of organs, tissues, bones, and blood vessels.