A probabilistic markerless motion capture pipeline produced well-calibrated confidence intervals for step and stride length against a GaitRite walkway, and for bias-corrected lower-limb kinematics against marker-based capture, with ECE generally below 0.1.
Comparison of markerless and marker-based motion analysis accounting for differences in local reference frame orientation,
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Calibrated Uncertainty for Trustworthy Clinical Gait Analysis Using Probabilistic Multiview Markerless Motion Capture
A probabilistic markerless motion capture pipeline produced well-calibrated confidence intervals for step and stride length against a GaitRite walkway, and for bias-corrected lower-limb kinematics against marker-based capture, with ECE generally below 0.1.