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wardhani, Riska risty
Universitas Aisyiyah Yogyakarta
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Camera-Based Smart Mirror with Machine Learning for Postural Analysis: System Development and Reliability Evaluation Fitri Yani; Yoga Sahria; Siti Nadhir Ollin Norlinta; Riska Risty Wardhani
Advance Sustainable Science Engineering and Technology Vol. 8 No. 3 (2026): May - July
Publisher : Science and Technology Research Centre Universitas PGRI Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26877/asset.v8i3.3097

Abstract

Early postural assessment using camera-based systems remains technically challenging due to variability in user positioning and limited evaluation of measurement repeatability. This study presents the development and repeatability evaluation of a smart mirror system for automated postural analysis using pretrained pose estimation and rule-based geometric classification. The system consists of a fixed camera mounted above a mirror and a connected computing device for real-time processing and visual feedback. Anatomical landmarks were detected from standardized anterior, posterior, and lateral views using an AI-based pose estimation model, and postural asymmetry was quantified using bilateral distance ratios and angular deviation thresholds derived from literature. Reliability was evaluated through repeated measurements to assess the consistency of landmark detection and postural classification outputs. Forty adolescents (age 12.8 ± 0.56 years; 28 males, 12 females) participated in present study. The system intra-rater reliability was evaluated by calculating Intraclass Correlation Coefficients (ICC) for the landmark data and Cohen's Kappa for posture classifications. The system demonstrated excellent reliability for key landmarks in scapula (ICC = 0.98, 95%CI 0.97-0.99) and hip-knee-ankle (ICC = 0.98, 95%CI 0.98-0.99). The classifications for scoliosis assessment also showed excellent agreement (κ = 0.90). These results indicate that the proposed system can produce repeatable posture measurements under controlled conditions; however, this study evaluates repeatability only and does not assess diagnostic accuracy or clinical validity. Further validation against clinical reference standards is required before broader application. 
Co-Authors Adam, Nurul Tazkiyah Agus Riyanto Agustin, Defi Annisa Andini, Maudy Sulistyo Annashoffan, Adhitya Wahyu Astika Nur Rohmah Dika Rizki Imania Faidullah, Hilmi Zadah Febrianti, Sutina Fitri Yani Fitri Yani Gyfaya Luthfi Aulya Danty Herwinda, Nisa Imron, Mohammad Ali Indriani Indriani Indriani Indriani Jumahira - Juwita, Ade Lina Kurniaji, Noor Sadhono Laksono, Tri Lasalutu, Arief Mulyanto Loebaloe, Nikita Pathricia Luluk Rosida Mizulia, Thirta Moh. Ali Imron, Moh. Muflihah, Nurul Mustiko, Prihantoro Larasati Nadiyah, Sabrina Fitri Nikita Pathricia Loebaloe NINGRUM, TYAS SARI RATNA Nining Sugihartini Nisa, Salsabila Khairun Nur Safitri, Laila Nurhayati, Ummy A'isyah Putri, Ainun Lahasa Rahmawati, Marisa Dwi Ratih Kusuma Dewi Rizky Wulandari RIZKY WULANDARI B11111032, RIZKY WULANDARI Salsabila Khairun Nisa Setyaningsih, Dian Apriani, Sekar Ayu Siti Nadhir Ollin Norlinta Siti Sundari Sri Lestari Linawati Suparmanto, Gatot Tri Laksono Ulul Azmi, Farisa Veni Fatmawati Widyarini, Eva Septika Yoga Sahria Yuniarwati, Wika