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Article

A Projector-Based Augmented-Reality Localization Device for Breast-Conserving Surgery: Phantom Pipeline and End-to-End Error Budget

1
Department of Breast Surgery, Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Road, Hangzhou 310009, China
2
Cloud Valley, No. 1008 Dengcai Street, Xihu District, Hangzhou 310030, China
3
Department of Radiology, Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Road, Hangzhou 310009, China
4
Cancer Institute (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education) & Department of Colorectal Surgery, The Second Affiliated Hospital, Zhejiang University School of Medicine, Zhejiang Provincial Clinical Research Center for CANCER, Cancer Center of Zhejiang University, Hangzhou 310009, China
*
Author to whom correspondence should be addressed.
Bioengineering 2026, 13(9), 1078; https://doi.org/10.3390/bioengineering13091078
Submission received: 10 August 2026 / Revised: 7 September 2026 / Accepted: 10 September 2026 / Published: 16 September 2026

Abstract

Breast-conserving surgery (BCS) requires accurate intraoperative localization of the tumor, which moves between the prone diagnostic and supine surgical positions. We present a projector-based augmented-reality (AR) localization system that projects a crosshair directly onto the patient’s skin at the predicted tumor location. The pipeline combines rigid registration of ceramic fiducials between prone and supine CT (tumor error 0.30 mm on a real phantom), a SOFA finite-element simulation of gravity-driven prone-to-supine soft-tissue deformation (mean bead displacement 24.7 mm on a synthetic mesh; not validated on a deformable phantom), two-stage ICP surface alignment (RMSE 0.92 mm on a simulated camera; not yet validated on real D415 acquisitions), and projector–camera (ProCam) extrinsic calibration driving the crosshair projection. Because the tumor and sub-surface fiducials are not visible in the live RGB-D scene, a direct non-circular in vivo target registration error (TRE) on the tumor cannot be measured in the present phantom configuration. We instead report a component-based end-to-end error budget obtained as the root-sum-square of three independently measured component errors: 2.7 mm (RSS planning estimate, not a directly measured end-to-end accuracy) —rigid CT 0.30 mm, ProCam physical projection 2.50 mm, ICP 0.92 mm. The ProCam term is largest but sub-3 mm. The Gray-code reprojection residual (~11 mm in 15-pose recalibration; 8.62 mm in the deployed 4-pose calibration) overestimates the actual projection error by ~4× (resp. ~3.4×): least-squares calibration averages the consumer-DLP vertical quantization (16-level Gray-code decode on XPR-DLP) into an accurate rigid transform, so the per-observation residual reflects observation quantization, not projection accuracy. The quantization’s measurable cost is projection variance (max 5.5 mm), which motivates phase-shifting structured light. Boundary conditions on phantom rigidity, sub-surface fiducials, and simulated-camera ICP are stated explicitly.
Keywords: breast-conserving surgery; augmented reality; projector–camera calibration; structured light; finite element method; ICP registration breast-conserving surgery; augmented reality; projector–camera calibration; structured light; finite element method; ICP registration

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MDPI and ACS Style

Gong, X.; Heng, J.; Feng, H.; Zhang, S. A Projector-Based Augmented-Reality Localization Device for Breast-Conserving Surgery: Phantom Pipeline and End-to-End Error Budget. Bioengineering 2026, 13, 1078. https://doi.org/10.3390/bioengineering13091078

AMA Style

Gong X, Heng J, Feng H, Zhang S. A Projector-Based Augmented-Reality Localization Device for Breast-Conserving Surgery: Phantom Pipeline and End-to-End Error Budget. Bioengineering. 2026; 13(9):1078. https://doi.org/10.3390/bioengineering13091078

Chicago/Turabian Style

Gong, Xiaonan, Jiang Heng, Hao Feng, and Suzhan Zhang. 2026. "A Projector-Based Augmented-Reality Localization Device for Breast-Conserving Surgery: Phantom Pipeline and End-to-End Error Budget" Bioengineering 13, no. 9: 1078. https://doi.org/10.3390/bioengineering13091078

APA Style

Gong, X., Heng, J., Feng, H., & Zhang, S. (2026). A Projector-Based Augmented-Reality Localization Device for Breast-Conserving Surgery: Phantom Pipeline and End-to-End Error Budget. Bioengineering, 13(9), 1078. https://doi.org/10.3390/bioengineering13091078

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