Robust navigation support in lowest dose image setting

Mai Bui, Felix Bourier, Christoph Baur, Fausto Milletari, Nassir Navab, Stefanie Demirci

Research output: Contribution to journalArticlepeer-review

3 Scopus citations

Abstract

Purpose: Clinical cardiac electrophysiology (EP) is concerned with diagnosis and treatment of cardiac arrhythmia describing abnormality or perturbation in the normal activation sequence of the myocardium. With the recent introduction of lowest dose X-ray imaging protocol for EP procedures, interventional image enhancement has gained crucial importance for the well-being of patients as well as medical staff. Methods: In this paper, we introduce a novel method to detect and track different EP catheter electrodes in lowest dose fluoroscopic sequences based on ℓ 1 -sparse coding and online robust PCA (ORPCA). Besides being able to work on real lowest dose sequences, the underlying methodology achieves simultaneous detection and tracking of three main EP catheters used during ablation procedures. Results: We have validated our algorithm on 16 lowest dose fluoroscopic sequences acquired during real cardiac ablation procedures. In addition to expert labels for 2 sequences, we have employed a crowdsourcing strategy to obtain ground truth labels for the remaining 14 sequences. In order to validate the effect of different training data, we have employed a leave-one-out cross-validation scheme yielding an average detection rate of 86.9 %. Conclusion: Besides these promising quantitative results, our medical partners also expressed their high satisfaction. Being based on ℓ 1 -sparse coding and online robust PCA (ORPCA), our method advances previous approaches by being able to detect and track electrodes attached to multiple different catheters.

Original languageEnglish
Pages (from-to)291-300
Number of pages10
JournalInternational Journal of Computer Assisted Radiology and Surgery
Volume14
Issue number2
DOIs
StatePublished - 1 Feb 2019

Keywords

  • Computer-assisted electrophysiology
  • Electrode tracking
  • Fluoroscopy
  • Online robust PCA
  • Online tracking
  • Sparse coding

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