Since it suits your needs, please accept this as the solution.
Basically what you should do is
- Grab the webcam frame
- Make a deep clone of the frame two times, one clone_frame and one original_frame, this can be done with the Mat.clone() function.
- Apply detection on both frame and clone_frame, but with different detection algorithms
- Now visualize all detections on original_frame
Does this suit your needs?