How to improve the hand pose recognition

[AK51]

Hi,
I want to use the trt_pose to track my fingers while playing a rubik's cube with one hand.
I have also tried mediapose from google.
But the detection lost the hand easy due to the rubik's cube in the hand, is there anyway I can improve the recognition or how can I do transfer learning of training data? Thx