Automatic Detection of Multiple and Overlapping EP Catheters in Fluoroscopic Sequences

We propose a method to perform automatic detection of electrophysiology (EP) catheters in fluoroscopic sequences. Our approach does not need any initialization, is completely automatic, and can detect an arbitrary number of catheters at the same time. The method is based on the usage of blob detectors and clustering in order to detect all catheter electrodes, overlapping or not, within the X-ray images. The proposed technique is validated on 1422 fluoroscopic images yielding a tip detection rate of 99.3% and mean distance of 0.5mm from manually labeled ground truth centroids for all electrodes.

[1]  Pascal Fallavollita The Future of Cardiac Mapping , 2012 .

[2]  YingLiang Ma,et al.  Real-Time Respiratory Motion Correction for Cardiac Electrophysiology Procedures Using Image-Based Coronary Sinus Catheter Tracking , 2010, MICCAI.

[3]  YingLiang Ma,et al.  Image-Based Automatic Ablation Point Tagging System with Motion Correction for Cardiac Ablation Procedures , 2011, IPCAI.

[4]  Rui Liao,et al.  3-D Respiratory Motion Compensation during EP Procedures by Image-Based 3-D Lasso Catheter Model Generation and Tracking , 2009, MICCAI.

[5]  Francisco R. Breijo-Marquez Cardiac Arrhythmias - New Considerations , 2012 .

[6]  David G. Lowe,et al.  Distinctive Image Features from Scale-Invariant Keypoints , 2004, International Journal of Computer Vision.

[7]  Guillermo Sapiro,et al.  Toward Multiple Catheters Detection in Fluoroscopic Image Guided Interventions , 2012, IEEE Transactions on Information Technology in Biomedicine.

[8]  Pascal Fallavollita,et al.  Is Single-View Fluoroscopy Sufficient in Guiding Cardiac Ablation Procedures? , 2010, Int. J. Biomed. Imaging.

[9]  Rui Liao,et al.  Respiratory motion compensation by model-based catheter tracking during EP procedures , 2010, Medical Image Anal..

[10]  Russell H. Taylor,et al.  Information Processing in Computer-Assisted Interventions - Second International Conference, IPCAI 2011, Berlin, Germany, June 22, 2011. Proceedings , 2011, IPCAI.

[11]  Z. Azimifar,et al.  Real-time 2D-3D MR cardiac image registration during respiration using extended Kalman filter predictors , 2008, 2008 9th International Conference on Signal Processing.

[12]  Nassir Navab,et al.  Medical Image Computing and Computer-Assisted Intervention - MICCAI 2010, 13th International Conference, Beijing, China, September 20-24, 2010, Proceedings, Part III , 2010, MICCAI.

[13]  P. Savard,et al.  Fluoroscopic navigation to guide RF catheter ablation of cardiac arrhythmias , 2004, The 26th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[14]  Dorin Comaniciu,et al.  Learning-based hypothesis fusion for robust catheter tracking in 2D X-ray fluoroscopy , 2011, CVPR 2011.

[15]  Pascal Fallavollita,et al.  Acquiring Multiview C-Arm Images to Assist Cardiac Ablation Procedures , 2010, EURASIP J. Image Video Process..

[16]  Bart M. ter Haar Romeny,et al.  Detection of Electrophysiology Catheters in Noisy Fluoroscopy Images , 2006, MICCAI.

[17]  Dorin Comaniciu,et al.  Fast tracking of catheters in 2D fluoroscopic images using an integrated CPU-GPU framework , 2012, 2012 9th IEEE International Symposium on Biomedical Imaging (ISBI).

[18]  Anthony Ralston,et al.  Encyclopedia of computer science and engineering , 1983 .

[19]  Ming-Hsuan Yang,et al.  Visual tracking with online Multiple Instance Learning , 2009, CVPR.

[20]  R. Mehra Global public health problem of sudden cardiac death. , 2007, Journal of electrocardiology.

[21]  Guang-Zhong Yang,et al.  Medical Image Computing and Computer-Assisted Intervention - MICCAI 2009, 12th International Conference, London, UK, September 20-24, 2009, Proceedings, Part II , 2009, MICCAI.

[22]  Tony Lindeberg,et al.  Detecting salient blob-like image structures and their scales with a scale-space primal sketch: A method for focus-of-attention , 1993, International Journal of Computer Vision.

[23]  Nassir Navab,et al.  Interventional Tool Tracking Using Discrete Optimization , 2013, IEEE Transactions on Medical Imaging.

[24]  Lasse Riis Østergaard,et al.  Active Surface Approach for Extraction of the Human Cerebral Cortex from MRI , 2006, MICCAI.