Surgical tool tip and orientation determination

1. A system comprising:

one or more processors; and

logic encoded in one or more non-transitory computer-readable storage media for execution by the one or more processors and when executed operable to perform operations comprising:

receiving at least one image frame of a plurality of image frames;

detecting a surgical tool in the at least one image frame;

determining one or more attributes of the surgical tool, wherein the one or more attributes comprise one or more components of the surgical tool, a configuration of the surgical tool, a configuration of the one or more components of the surgical tool, and a shape of the surgical tool;

generating a plurality of key points based on the one or more attributes of the surgical tool, wherein each key point of the key points corresponds to a different portion of the surgical tool, wherein at least one key point of the key points corresponds to a tip of the surgical tool, and wherein at least one key point of the key points corresponds to a shaft of the surgical tool;

determining a position of the tip and the shaft of the surgical tool based on the key points; and

determining an orientation of the tip and the shaft of the surgical tool based on the key points, wherein the orientation comprises a distal end of the shaft and a proximal end of the shaft.

2. The system of claim 1 , wherein the logic when executed is further operable to perform operations comprising:

determining a plurality of orientations of a plurality of corresponding portions of the surgical tool;

determining lengths of one or more portions of the surgical tool; and

determining angles between two or more portions of the surgical tool.

3. The system of claim 1 , wherein the logic when executed is further operable to perform operations comprising performing a validation process to eliminate incorrect key points, and wherein the validation process is based on topological relationships among key points.

4. The system of claim 3 , wherein the logic when executed is further operable to perform operations comprising determining a key point confidence score for each key point of the plurality of key points of the surgical tool, wherein each key point confidence score indicates an accuracy level of each corresponding key point, and wherein key points having confidence scores that fall below a predetermined confidence threshold are deemed incorrect key points.

5. The system of claim 1 , wherein the logic when executed is further operable to perform operations comprising determining the orientation of the surgical tool based on the plurality of key points.

6. The system of claim 1 , wherein the logic when executed is further operable to perform operations comprising determining the position of the tip of the surgical tool and determining the orientation of the surgical tool in real-time.

7. The system of claim 1 , wherein the logic when executed is further operable to perform operations comprising determining the position of the tip of the surgical tool and determining the orientation of the surgical tool based on deep learning.

8. A non-transitory computer-readable storage medium with program instructions stored thereon, the program instructions when executed by one or more processors are operable to perform operations comprising:

receiving at least one image frame of a plurality of image frames;

detecting a surgical tool in the at least one image frame;

determining one or more attributes of the surgical tool, wherein the one or more attributes comprise one or more components of the surgical tool, a configuration of the surgical tool, a configuration of the one or more components of the surgical tool, and a shape of the surgical tool;

generating a plurality of key points based on the one or more attributes of the surgical tool, wherein each key point of the key points corresponds to a different portion of the surgical tool, wherein at least one key point of the key points corresponds to a tip of the surgical tool, and wherein at least one key point of the key points corresponds to a shaft of the surgical tool;

determining a position of the tip and the shaft of the surgical tool based on the key points; and

determining an orientation of the tip and the shaft of the surgical tool based on the key points, wherein the orientation comprises a distal end of the shaft and a proximal end of the shaft.

9. The computer-readable storage medium of claim 8 , wherein each key point of the plurality of key points corresponds to a different portion of the surgical tool.

10. The computer-readable storage medium of claim 8 , wherein the instructions when executed are further operable to perform operations comprising determining the position of the tip of the surgical tool based on at least one key point of the plurality of key points that corresponds to the tip of the surgical tool.

11. The computer-readable storage medium of claim 8 , wherein the instructions when executed are further operable to perform operations comprising determining the orientation of the surgical tool based on the plurality of key points.

12. The computer-readable storage medium of claim 8 , wherein the instructions when executed are further operable to perform operations comprising determining the position of the tip of the surgical tool and determining the orientation of the surgical tool in real-time.

13. The computer-readable storage medium of claim 8 , wherein the instructions when executed are further operable to perform operations comprising determining a key point confidence score for each key point of the plurality of key points of the surgical tool.

14. The computer-readable storage medium of claim 8 , wherein the instructions when executed are further operable to perform operations comprising determining the position of the tip of the surgical tool and determining the orientation of the surgical tool based on deep learning.

15. A computer-implemented method comprising:

receiving at least one image frame of a plurality of image frames;

detecting a surgical tool in the at least one image frame;

determining one or more attributes of the surgical tool, wherein the one or more attributes comprise one or more components of the surgical tool, a configuration of the surgical tool, a configuration of the one or more components of the surgical tool, and a shape of the surgical tool;

generating a plurality of key points based on the one or more attributes of the surgical tool, wherein each key point of the key points corresponds to a different portion of the surgical tool, wherein at least one key point of the key points corresponds to a tip of the surgical tool, wherein at least one key point of the key points corresponds to a shaft of the surgical tool;

determining a position of the tip and the shaft of the surgical tool based on the key points; and

determining an orientation of the tip and the shaft of the surgical tool based on the key points, wherein the orientation comprises a distal end of the shaft and a proximal end of the shaft.

16. The method of claim 15 , wherein each key point of the plurality of key points corresponds to a different portion of the surgical tool.

17. The method of claim 15 , further comprising determining the position of the tip of the surgical tool based on at least one key point of the plurality of key points that corresponds to the tip of the surgical tool.

18. The method of claim 15 , further comprising determining the orientation of the surgical tool based on the plurality of key points.

19. The method of claim 15 , further comprising determining the position of the tip of the surgical tool and determining the orientation of the surgical tool in real-time.

20. The method of claim 15 , further comprising determining a key point confidence score for each key point of the plurality of key points of the surgical tool.