Author

Xing-Ye Cheng

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Open access Sep 2026

Application of Deep Learning-Based Markerless Pose Estimation in a 3D Exergame System for Knee Osteoarthritis Exercise Management: Development and Preliminary Evaluation

Home-based exercise management for people with knee osteoarthritis (KOA) is often limited by insufficient movement supervision, individualization, and progression support. This study described the development and preliminary evaluation of a KOA-specific 3D exergame exercise management system. The system combined marker...

Xing-Ye Cheng, Xi Gao, Wen-Qi Liang et al. · Italian National Conference... · 0 citations

Review Open access Aug 2026

Co-Designing a Clinician-Centered Video Gait Assessment System for Cerebral Palsy Based on the Framework for Co-Design of Clinical Practice Tools: Iterative Development and Formative Evaluation Study

Abstract Background Clinical gait assessment is essential for monitoring functional progress in children with cerebral palsy (CP); however, traditional visual observation remains inherently subjective and labor-intensive. Although AI-supported video gait assessment may provide more objective and automated outputs, many...

Xi Gao, Xing-Ye Cheng, Jiming Sun et al. · Journal of Medical Internet... · 0 citations

Open access Aug 2026

Biomechanics-Embedded Deep Learning for Joint Moment Estimation in Clinical Gait Analysis for Cerebral Palsy: A Learnable Hill-Type Pathway

Accurate lower-limb joint moment estimation is essential for clinical gait analysis in children with cerebral palsy (CP), yet conventional methods require force plates for ground reaction force (GRF) measurement, limiting assessment to specialized laboratories. Although data-driven methods can bypass force plates, lear...

Wen-Qi Liang, Zhiqiang Zhang, Shu-Yun Jiang et al. · IEEE transactions on neural... · 0 citations