Noisy Input Sequence
Jittered poses near true path
Human Pose Manifold
Space of valid configurations
Refined Trajectory
Smooth continuous motion
Transformer Window
±16 frames sliding attention window
HPSTM
Manifold-Aware Refinement
Kalman Filter
Constant Velocity Model
Savitzky-Golay
Polynomial Smoothing
Ground Truth
Original Clean Motion