Registration of 3D triangular models to 2D X-ray projections using black-box optimisation and X-ray simulation
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Electronic versions
DOI
Image registration has been studied extensively for the past few decades. In this paper we propose a novel idea to solve the registration of 3D triangular models onto 2D projections. Our approach relies extensively on global optimisation methods and fast X-ray simulation on GPU. We demonstrate the validity of our approach on two registration problems:
i) 3D kinematic configuration of a 3D hand model, i.e. the recovery of the original hand pose from a postero-anterior (PA) view radiograph.
ii) Automatic estimation of the position and rigid transformation of geometric shapes (cube and cylinders) to match an actual metallic sample made of Ti/SiC fibre composite with tungsten (W) cores.
The performance is measured by Mean Absolute Error (MAE) and Zero-mean Normalised Cross Correlation (ZNCC). To evaluate our pipeline, each optimisation is repeated 15 times to gather statistically meaningful results, in particular to assess the reproducibility of the outputs. Our registration framework is successful for both test-cases when using a suitable optimisation algorithm.
i) 3D kinematic configuration of a 3D hand model, i.e. the recovery of the original hand pose from a postero-anterior (PA) view radiograph.
ii) Automatic estimation of the position and rigid transformation of geometric shapes (cube and cylinders) to match an actual metallic sample made of Ti/SiC fibre composite with tungsten (W) cores.
The performance is measured by Mean Absolute Error (MAE) and Zero-mean Normalised Cross Correlation (ZNCC). To evaluate our pipeline, each optimisation is repeated 15 times to gather statistically meaningful results, in particular to assess the reproducibility of the outputs. Our registration framework is successful for both test-cases when using a suitable optimisation algorithm.
Original language | English |
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Title of host publication | Computer Graphics & Visual Computing (CGVC) |
Publisher | The Eurographics Association |
Pages | 105-113 |
Number of pages | 9 |
ISBN (print) | 978-3-03868-096-3 |
DOIs | |
Publication status | Published - 12 Sept 2019 |
Event | Annual Conference in Computer Graphics & Visual Computing (CGVC) - Bangor, United Kingdom Duration: 12 Sept 2019 → … http://www.eguk.org.uk/CGVC2019/index.html |
Conference
Conference | Annual Conference in Computer Graphics & Visual Computing (CGVC) |
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Abbreviated title | EG CGVC |
Country/Territory | United Kingdom |
City | Bangor |
Period | 12/09/19 → … |
Internet address |
Research outputs (5)
- Published
Use of fast realistic simulations on GPU to extract CAD models from microtomographic data in the presence of strong CT artefacts
Research output: Contribution to journal › Article › peer-review
- Published
3D-2D Registration using X-ray Simulation and CMA-ES
Research output: Contribution to conference › Paper › peer-review
- Published
Projectional Radiography Simulator: an Interactive Teaching Tool
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Prof. activities and awards (1)
gVirtualXRay: Virtual X-Ray Imaging Library on GPU
Activity: Talk or presentation › Oral presentation
Accolades (1)
Simulation of X-ray Attenuation on the GPU
Prize: Prize (including medals and awards)