Method and system for vascular catheter tip detection in medical images
A tip of a vascular catheter is detected in a sequence of vessel image frames obtained using x-rays. Within the vessel image frames, a proximal point corresponding to a vessel ostium is determined. The sequence of vessel image frames are cropped to an image area surrounding the proximal point to generate a cropped sequence of cropped vessel image frames. Within cropped vessel image frames not indicative of a contrast medium, the tip of the vascular catheter is detected, and the detected tip of the vascular catheter is tracked.
1. A computer-implemented method for detecting a tip of a vascular catheter in a sequence of vessel image frames obtained using x-rays, the method comprising:
acquiring the sequence of vessel image frames;
determining, within the vessel image frames, a proximal point, the proximal point corresponding to a vessel ostium;
cropping the sequence of vessel image frames to an image area surrounding the proximal point, resulting in a cropped sequence of cropped vessel image frames;
detecting in real time with the acquisition, within cropped vessel image frames not indicative of a contrast medium, the tip of the vascular catheter;
tracking substantially concurrently with the detecting, within the sequence of vessel image frames, the detected tip of the vascular catheter; and
comparing a detected position of the tip of the vascular catheter, the detected position being output by the detecting of the tip of the vascular catheter with a tracked position of the tip of the vascular catheter, the tracked position being output by the tracking of the detected tip of the vascular catheter;
when the detected position and the tracked position differ by less than a position difference threshold, treating the detected position as a valid position of the tip of the vascular catheter; and
when the detected position and the tracked position differ by more than the position difference threshold, treating the tracked position as the valid position of the tip of the vascular catheter.
2. The method of claim 1 , wherein the determining the proximal point includes detecting the proximal point within vessel image frames indicative of the contrast medium.
3. The method of claim 2 , wherein the detecting the proximal point includes detecting the contrast medium within the vessel image frames and identifying the vessel image frames indicative of the contrast medium based on the detecting.
4. The method of claim 2 , wherein detecting the proximal point includes detecting a pattern of the contrast medium exiting the tip of the vascular catheter.
5. The method of claim 2 , wherein detecting the proximal point is performed using K-means clustering.
6. The method of claim 1 , wherein the determining the proximal point includes receiving information identifying the proximal point.
7. The method of claim 1 , wherein detecting the tip of the vascular catheter within the cropped vessel image frames not indicative of the contrast medium is based on classifying a position within each cropped vessel image frame as the tip.
8. The method of claim 1 , wherein:
detecting the tip of the vascular catheter outputs a detected position of the tip of the vascular catheter per cropped vessel image frame not indicative of a contrast medium; and
detecting the tip of the vascular catheter further includes Kalman filtering the detected positions.
9. The method of claim 1 , wherein tracking the detected tip of the vascular catheter is based on a correlation between temporally adjacent vessel image frames.
10. The method of claim 1 , wherein:
tracking of the detected catheter tip outputs a tracked position of the tip of the vascular catheter per vessel image frame; and
tracking of the detected catheter tip of the vascular catheter further includes Kalman filtering the tracked positions.
11. The method of claim 1 , wherein comparing the detected position of the tip with the tracked position of the tip further comprises:
when the detected position and the tracked position differ by more than the position difference threshold, resetting the detecting of the of the tip of the vascular catheter based on the tracked position.
12. In a non-transitory computer-readable medium comprising instructions configured to be executed by a computer including at least one processor, the instructions causing the processor to:
acquire a sequence of vessel image frames;
determine, within the sequence of vessel image frames, a proximal point, the proximal point corresponding to a vessel ostium;
crop each of the vessel image frames of the sequence of vessel image frames to an image area surrounding the proximal point, resulting in a cropped sequence of cropped vessel image frames;
detect, in real time with the acquisition of the sequence of vessel image frames, within each cropped vessel image frames not indicative of a contrast medium, the tip of the vascular catheter;
track, substantially concurrently with the detecting, within the sequence of vessel image frames, the detected tip of the vascular catheter;
compare a detected position of the tip of the vascular catheter, the detected position being output by the detecting of the tip of the vascular catheter with a tracked position of the tip of the vascular catheter, the tracked position being output by the tracking of the detected tip of the vascular catheter;
when the detected position and the tracked position differ by less than a position difference threshold, treating the detected position as a valid position of the tip of the vascular catheter; and
when the detected position and the tracked position differ by more than the position difference threshold, treating the tracked position as the valid position of the tip of the vascular catheter.
13. The non-transitory computer-readable medium of claim 12 , wherein the instructions cause the processor to determine the proximal point with detection of the proximal point within vessel image frames indicative of the contrast medium.
14. The non-transitory computer-readable medium of claim 12 , wherein the instructions cause the processor to determine the proximal point by reception of information identifying the proximal point.
15. The non-transitory computer-readable medium of claim 12 , wherein the instructions cause the processor to:
output a tracked position of the tip of the vascular catheter per vessel image frame;
and tracking Kalman filter the tracked positions.
16. A medical imaging device comprising:
an x-ray imager configured to record a sequence of vessel image frames; and
at least one processor configured to:
determine, in real time as x-ray imager records the sequence of vessel image frames, within each of vessel image frames of the sequence of the vessel image frames, a proximal point, the proximal point corresponding to a vessel ostium;
crop the sequence of vessel image frames to an image area surrounding the proximal point, resulting in a cropped sequence of cropped vessel image frames;
detect, within cropped vessel image frames not indicative of a contrast medium, the tip of the vascular catheter;
track, within the sequence of vessel image frames, the detected tip of the vascular catheter;
compare a detected position of the tip of the vascular catheter, the detected position being output by the detecting of the tip of the vascular catheter with a tracked position of the tip of the vascular catheter, the tracked position being output by the tracking of the detected tip of the vascular catheter;
when the detected position and the tracked position differ by less than a position difference threshold, treating the detected position as a valid position of the tip of the vascular catheter; and
when the detected position and the tracked position differ by more than the position difference threshold, treating the tracked position as the valid position of the tip of the vascular catheter.