Validity and reliability of POM-Checker in measuring shoulder range of motion: Protocol for a single center comparative study

This protocol aimed to validate a markerless system that automatically measures shoulder ROM, addressing measurement error and inter-rater variability of manual goniometers. Shoulder flexion, abduction, and rotation were compared between conventional tools and POM-Checker.

Spine Computed Tomography to Magnetic Resonance Image Synthesis Using Generative Adversarial Networks: A Preliminary Study

This preliminary study explored whether GAN-based AI can convert spine CT images to T2-weighted MRI-like images. After training on 280 CT-MRI pairs, synthetic MRI showed ~80% similarity to real MRI, suggesting potential when MRI is unavailable.

Shoulder kinematics investigation using a depth sensor-based motion analysis system

Using Kinect-V2 and POM-Checker, shoulder motion was compared between healthy subjects and patients. Patients showed lower peak abduction angles/velocities and higher abduction/adduction time ratios, supporting clinical shoulder assessment.

Validity and Reliability of POM-Checker for Measuring Shoulder Range of Motion in Healthy Participants: A Pilot Single-Center Comparative Study

This pilot compared Kinect-based POM-Checker with BTS SMART DX-400 for shoulder ROM. Sixteen of 18 movements exceeded ICC 0.75, demonstrating that POM-Checker is a reliable and valid shoulder ROM measurement tool.

Validity and reliability of the single camera markerless motion capture system using RGB-D sensor to measure shoulder range-of-motion: A protocol for systematic review and meta-analysis

This protocol describes methods for a systematic review of RGB-D single-camera markerless systems for shoulder ROM. It aims to guide clinical adoption and future studies across movements and joints.

A Preliminary Diagnostic Model for Forward Head Posture among Adolescents Using Forward Neck Tilt Angle and Radiographic Sagittal Alignment Parameters

Using POM-Checker for non-invasive FNTA and radiographic sagittal parameters, this study proposed a preliminary FHP model for adolescents. FNTA helped screen who needs X-ray, with 95.35% agreement in the proposed model.

한의사 교의사업이 초등학생의 경추 자세 교정에 미치는 영향

FHP in elementary students was quantified with POM Checker® before and after a posture-education outreach program. Turtle-neck angles and understanding improved, with significant gains in posture knowledge and satisfaction.

Exploring the Potential of AI-Assisted Technology in Joint Range-of-Motion Measurements: A Reliability Study

Joint ROM measured with AI-assisted POM-Checker (RGB-D) was compared with universal goniometer (UG). Both showed excellent intra-rater reliability (ICC > 0.75), though hip measures were lower than UG, calling for protocol standardization.

Reliability and Validity of the Single-Camera Markerless Motion Capture System for Measuring Shoulder Range of Motion in Healthy Individuals and Patients with Adhesive Capsulitis: A Single-Center Study

iBalance, a single-camera markerless system, was evaluated for shoulder ROM in healthy adults and adhesive capsulitis patients. It showed excellent reliability for flexion/abduction/passive abduction and strong validity vs. goniometer.

Validity and reliability of single camera markerless motion capture systems with RGB-D sensors for measuring shoulder range-of-motion: a systematic review

This systematic review assessed RGB-D single-camera markerless systems for shoulder ROM. Results were promising for simple movements like flexion/abduction, but complex motions limit immediate clinical use; more high-quality studies are needed.

Deep CT to MR Synthesis Using Paired and Unpaired Data

This paper proposes MR-GAN to synthesize MRI from CT. Unlike prior work using only paired or unpaired data, combining both improved synthesis performance.

DC²Anet: Generating Lumbar Spine MR Images from CT Scan Data Based on Semi-Supervised Learning

This study advances CT-to-lumbar-MR synthesis with DC²Anet using semi-supervised learning, building on prior GAN approaches for spinal imaging.