Research Portal

3D-2D Registration using X-ray Simulation and CMA-ES

Research output: Contribution to conference › Paper › peer-review

Standard Standard

3D-2D Registration using X-ray Simulation and CMA-ES. / Wen, Tianci; Mihail, Radu P.; Vidal, Franck.
2021. 458-468 Paper presented at International Conference on the Applications of Evolutionary Computation, Seville, Spain.

Research output: Contribution to conference › Paper › peer-review

HarvardHarvard

Wen, T, Mihail, RP & Vidal, F 2021, '3D-2D Registration using X-ray Simulation and CMA-ES', Paper presented at International Conference on the Applications of Evolutionary Computation, Seville, Spain, 7/04/21 - 9/04/21 pp. 458-468. https://doi.org/10.1007/978-3-030-72699-7_29

APA

Wen, T., Mihail, R. P., & Vidal, F. (2021). 3D-2D Registration using X-ray Simulation and CMA-ES. 458-468. Paper presented at International Conference on the Applications of Evolutionary Computation, Seville, Spain. https://doi.org/10.1007/978-3-030-72699-7_29

CBE

Wen T, Mihail RP, Vidal F. 2021. 3D-2D Registration using X-ray Simulation and CMA-ES. Paper presented at International Conference on the Applications of Evolutionary Computation, Seville, Spain. https://doi.org/10.1007/978-3-030-72699-7_29

MLA

Wen, Tianci, Radu P. Mihail, and Franck Vidal 3D-2D Registration using X-ray Simulation and CMA-ES. International Conference on the Applications of Evolutionary Computation, 07 Apr 2021, Seville, Spain, Paper, 2021. https://doi.org/10.1007/978-3-030-72699-7_29

VancouverVancouver

Wen T, Mihail RP, Vidal F. 3D-2D Registration using X-ray Simulation and CMA-ES. 2021. Paper presented at International Conference on the Applications of Evolutionary Computation, Seville, Spain. Epub 2021 Apr 1. doi: 10.1007/978-3-030-72699-7_29

Author

Wen, Tianci ; Mihail, Radu P. ; Vidal, Franck. / 3D-2D Registration using X-ray Simulation and CMA-ES. Paper presented at International Conference on the Applications of Evolutionary Computation, Seville, Spain.

RIS

TY - CONF

T1 - 3D-2D Registration using X-ray Simulation and CMA-ES

AU - Wen, Tianci

AU - Mihail, Radu P.

AU - Vidal, Franck

N1 - Conference code: 24

PY - 2021

Y1 - 2021

N2 - Radiographs of the hand are useful in diagnosing and staging diseases such as rheumatoid arthritis (RA) and other musculoskeletal diseases. Radiographs are projections of the 3D anatomy, with the useful information such as pose and pathology becoming lost in the process. We propose a 3D hand pose recovery method for radiographs of hands using a novel hybrid image registration method. Our pose recovery pipeline consists of aligning a simulated X-ray (digitally reconstructed radiograph) of an articulated phantom mesh model to a real hand radiograph using Covariance Matrix Adaptation Evolution Strategy. Early results demonstrate that our approach works well. Further inquiry is required to evaluate the applicability of our registration approach to other articulated musculoskeletal anatomy.

AB - Radiographs of the hand are useful in diagnosing and staging diseases such as rheumatoid arthritis (RA) and other musculoskeletal diseases. Radiographs are projections of the 3D anatomy, with the useful information such as pose and pathology becoming lost in the process. We propose a 3D hand pose recovery method for radiographs of hands using a novel hybrid image registration method. Our pose recovery pipeline consists of aligning a simulated X-ray (digitally reconstructed radiograph) of an articulated phantom mesh model to a real hand radiograph using Covariance Matrix Adaptation Evolution Strategy. Early results demonstrate that our approach works well. Further inquiry is required to evaluate the applicability of our registration approach to other articulated musculoskeletal anatomy.

U2 - 10.1007/978-3-030-72699-7_29

DO - 10.1007/978-3-030-72699-7_29

M3 - Paper

SP - 458

EP - 468

T2 - International Conference on the Applications of Evolutionary Computation

Y2 - 7 April 2021 through 9 April 2021

ER -