Innovative Approches to 2D/3D Registration for Image-Guided Therapy
Innovative Approches to 2D/3D Registration for Image-Guided Therapy
Disciplines
Other Human Medicine, Health Sciences (5%); Clinical Medicine (95%)
Keywords
-
Registration,
Radiation Oncology,
2D/3D,
Interventional Radiology,
Image-Guided Therapy
2D/3D registration is a vital field of research in applied medical image processing and medical physics. In short, 2D/3D registration deals with the automated transfer of preoperatively acquired volume images from computed tomography or magnetic resonance imaging to a coordinate system associated with the patient. Applications include radiation therapy, telemanipulator-assisted surgery, or the field of image-guided therapy and interventional radiology. In this proposal, novel strategies for 2D/3D intensity based registration in image guided therapy are introduced. These strategies include novel merit functions for image comparison based on rotation-invariant Zernike expansions, the evaluation of registration merit functions and innovative rendering algorithms for generation of digitally rendered radiographs on common graphics hardware using mobile medium - sized computer clusters, and advanced optimization algorithms. A comprehensive research effort into these new paradigms will result in development of new, faster and more robust 2D/3D registration algorithms, thereby paving the way to novel clinical applications like slice-to-volume registration and biomechanical analysis. The long-term goal of our effort is non-rigid 2D/3D registration for support in telemanipulator - assisted cardiac surgery. Furthermore, we will perform clinical validation studies for this application. A tangible impact of the research project on the field of medical image processing and on society in general is expected. More reliable and faster registration methods will advance the patient - friendly way of non-invasive registration to a wide number of applications beyond the aforementioned fields.. As a general outcome we expect improved patient benefit and reduced hospitalization in fields like tumor biopsy or cardiac surgery.
2D/3D registration is a vital field of research in applied medical image processing and medical physics. In short, 2D/3D registration deals with the automated transfer of preoperatively acquired volume images from computed tomography or magnetic resonance imaging to a coordinate system associated with the patient. Applications include radiation therapy, telemanipulator-assisted surgery, or the field of image-guided therapy and interventional radiology. In this proposal, novel strategies for 2D/3D intensity based registration in image guided therapy are introduced. These strategies include novel merit functions for image comparison based on rotation-invariant Zernike expansions, the evaluation of registration merit functions and innovative rendering algorithms for generation of digitally rendered radiographs on common graphics hardware using mobile medium - sized computer clusters, and advanced optimization algorithms. A comprehensive research effort into these new paradigms will result in development of new, faster and more robust 2D/3D registration algorithms, thereby paving the way to novel clinical applications like slice-to-volume registration and biomechanical analysis. The long-term goal of our effort is non-rigid 2D/3D registration for support in telemanipulator - assisted cardiac surgery. Furthermore, we will perform clinical validation studies for this application. A tangible impact of the research project on the field of medical image processing and on society in general is expected. More reliable and faster registration methods will advance the patient - friendly way of non-invasive registration to a wide number of applications beyond the aforementioned fields.. As a general outcome we expect improved patient benefit and reduced hospitalization in fields like tumor biopsy or cardiac surgery.
- Franjo Pernus, University of Ljubljana - Slovenia
- Richard A. Robb, Mayo Clinic and Foundation - USA
Research Output
- 400 Citations
- 12 Publications
-
2011
Title Splint Sterilization—A Potential Registration Hazard in Computer-Assisted Surgery DOI 10.1016/j.joms.2011.04.013 Type Journal Article Author Figl M Journal Journal of Oral and Maxillofacial Surgery Pages 966-971 -
2009
Title Image quality and stability of image-guided radiotherapy (IGRT) devices: A comparative study DOI 10.1016/j.radonc.2009.07.012 Type Journal Article Author Stock M Journal Radiotherapy and Oncology Pages 1-7 Link Publication -
2009
Title Image guidance for robotic minimally invasive coronary artery bypass DOI 10.1016/j.compmedimag.2009.08.002 Type Journal Article Author Figl M Journal Computerized Medical Imaging and Graphics Pages 61-68 -
2011
Title Monitoring tumor motion by real time 2D/3D registration during radiotherapy DOI 10.1016/j.radonc.2011.07.031 Type Journal Article Author Gendrin C Journal Radiotherapy and Oncology Pages 274-280 Link Publication -
2011
Title Validation for 2D/3D registration I: A new gold standard data set DOI 10.1118/1.3553402 Type Journal Article Author Pawiro S Journal Medical Physics Pages 1481-1490 Link Publication -
2011
Title Validation for 2D/3D registration II: The comparison of intensity- and gradient-based merit functions using a new gold standard data set DOI 10.1118/1.3553403 Type Journal Article Author Gendrin C Journal Medical Physics Pages 1491-1502 Link Publication -
2011
Title High-performance GPU-based rendering for real-time, rigid 2D/3D-image registration and motion prediction in radiation oncology DOI 10.1016/j.zemedi.2011.06.002 Type Journal Article Author Spoerk J Journal Zeitschrift für Medizinische Physik Pages 13-20 Link Publication -
2009
Title Stochastic rank correlation: A robust merit function for 2D/3D registration of image data obtained at different energies DOI 10.1118/1.3157111 Type Journal Article Author Birkfellner W Journal Medical Physics Pages 3420-3428 Link Publication -
2009
Title A comparative study on manual and automatic slice-to-volume registration of CT images DOI 10.1007/s00330-009-1452-0 Type Journal Article Author Frühwald L Journal European Radiology Pages 2647 Link Publication -
2010
Title Efficient implementation of the rank correlation merit function for 2D/3D registration DOI 10.1088/0031-9155/55/19/n01 Type Journal Article Author Figl M Journal Physics in Medicine & Biology Link Publication -
2010
Title Middleware for integration of wireless sensors in minimally invasive surgery DOI 10.1109/wons.2010.5437116 Type Conference Proceeding Abstract Author Furtado H Pages 157-160 -
2013
Title A quantitative comparison of the performance of three deformable registration algorithms in radiotherapy DOI 10.1016/j.zemedi.2013.07.006 Type Journal Article Author Fabri D Journal Zeitschrift für Medizinische Physik Pages 279-290 Link Publication