Systems, methods, and devices for generating a corrected image

1. A system for generating a corrected image comprising:

an imaging device comprising a source configured to emit a wave and a detector configured to receive a signal indicative of the wave;

a first robotic arm configured to orient the source;

a second robotic arm configured to orient the detector;

at least one processor; and

a memory storing data for processing by the at least one processor, the data, when processed, causing the at least one processor to:

receive a plurality of image datasets from the detector, each image dataset in the plurality of image datasets having a source detector distance, the plurality of image datasets comprising an initial image having a scatter effect;

input the plurality of image datasets to a scatter correction model, the scatter correction model outputting a scatter correction configured to correct the scatter effect; and

applying the scatter correction to the initial image to correct the scatter effect present in the initial image.

2. The system of claim 1 , wherein each image dataset has a different source detector distance.

3. The system of claim 2 , wherein the source detector distance is a distance between the source and the detector, and wherein the source is oriented at a first pose and the detector is oriented at a plurality of second poses.

4. The system of claim 1 , wherein the imaging device is an X-ray device.

5. The system of claim 4 , wherein the scatter correction model is trained using a plurality of image datasets and an output of the scatter correction model comprises the scatter correction.

6. The system of claim 4 , wherein the scatter correction model is trained using at least one of one or more historical image datasets or one or more simulated image datasets and an output of the scatter correction model comprises the scatter correction.

7. The system of claim 1 , wherein the scatter correction model averages two or more image datasets of the plurality of image datasets.

8. The system of claim 1 , wherein the memory saves further data configured to cause the at least one processor to:

calculate a magnification factor based on each image dataset of the plurality of image datasets and a corresponding source detector distance, and

scale the initial image using the magnification factor.

9. The system of claim 8 , wherein the corresponding source detector distance is determined by subtracting a pose of the source from a pose of the detector.

10. The system of claim 1 , wherein the plurality of second poses are at a substantially similar elevation.

11. A system for generating a corrected image comprising:

a first robotic arm configured to orient a source of an X-ray device;

a second robotic arm configured to orient a detector of the X-ray device;

a processor; and

a memory storing data for processing by the processor, the data, when processed, causing the processor to:

receive a plurality of image datasets from the detector, each image dataset in the plurality of image datasets having a source detector distance, the plurality of image datasets comprising an initial image having a scatter effect;

train a scatter correction model using a simulation to simulate a plurality of photon paths that form an image,

input the plurality of image datasets to a scatter correction model, the scatter correction model outputting a scatter correction configured to correct the scatter effect; and

applying the scatter correction to the initial image to correct the scatter effect.

12. The system of claim 11 , wherein each image dataset has a different source detector distance.

13. The system of claim 12 , wherein the source detector distance is a distance between the source and the detector, and wherein the source is oriented at a first pose and the detector is oriented at a plurality of second poses.

14. The system of claim 11 , wherein the image comprises at least one of a historical image or a simulated image.

15. The system of claim 11 , wherein the scatter correction model is trained using a plurality of image datasets and an output of the scatter correction model comprises the scatter correction.

16. The system of claim 11 , wherein the memory saves further data configured to cause the processor to:

calculate a magnification factor based on each image dataset of the plurality of image datasets and a corresponding source detector distance, and

scale the initial image using the magnification factor.

17. The system of claim 16 , wherein the scatter correction model is trained using a plurality of image datasets and an output of the scatter correction model comprises the scatter correction.

18. The system of claim 11 , wherein the plurality of second poses are at a substantially similar elevation.

19. A device for generating a corrected image comprising:

a processor; and

a memory storing data for processing by the processor, the data, when processed, causing the processor to:

receive a plurality of image datasets, each image dataset in the plurality of image datasets having a source detector distance, the plurality of image datasets comprising an initial image having a scatter effect;

input the plurality of image datasets to a scatter correction model, the scatter correction model outputting a scatter correction configured to correct the scatter effect; and

applying the scatter correction to the initial image to correct the scatter effect,

wherein the scatter correction model averages two or more image datasets of the plurality of image datasets.

20. The device of claim 19 , wherein each image dataset has a different source detector distance.