Fingertip Pose Estimation

What method should I use to do fingertip pose estimation if I cannot use checker-board. I was reading about SLAM methods, but failed to understand how to use it to do fingertip pose estimation. I read about FastSLAM, EKF-based SLAM and LSD-SLAM . what should I use to do pose estimation of my hand and also calculate the camera matrix.