Haloubi Tarek, Thomas Spencer Angus, Hines Catherine, Dhaliwal Kevin, Hopgood James R
Institute for Imaging, Data and Communications, School of EngineeringUniversity of Edinburgh EH9 3FG Edinburgh U.K.
National Physical Laboratory TW11 0LW Teddington U.K.
IEEE Open J Eng Med Biol. 2025 Apr 8;6:432-441. doi: 10.1109/OJEMB.2025.3558620. eCollection 2025.
This study introduces Temporal Reliability and Accuracy via Correlation Enhanced Registration (TRACER), a novel image processing pipeline that addresses motion artefacts in real-time Fluorescence Lifetime Imaging (FLIm) data for in-vivo pulmonary Optical Endomicroscopy (OEM). Its primary objective is to improve the accuracy and reliability of FLIm image sequences. The proposed TRACER pipeline comprises a comprehensive sequence of pre-processing steps and a novel registration approach. This includes the removal of uninformative frames and motion characterisation through dense optical flow, followed by a tracking-based Normalised Cross Correlation image registration method leveraging Channel and Spatial Reliability Tracker for precise alignment. The complete TRACER pipeline delivers significant performance improvements, with 20% to 30% enhancement across different metrics for all tested registration methods. In particular, the unique TRACER registration approach outperforms state-of-the-art methods in image registration performance and achieves an order-of-magnitude faster runtime than the next best-performing approach. By addressing motion artefacts through its integrated pre-processing and novel registration strategy, TRACER offers a robust solution that ensures improved image quality and real-time feasibility for FLIm data processing in pulmonary OEM.
本研究介绍了通过相关性增强配准实现的时间可靠性和准确性(TRACER),这是一种新颖的图像处理流程,用于解决体内肺部光学内镜检查(OEM)的实时荧光寿命成像(FLIm)数据中的运动伪影。其主要目标是提高FLIm图像序列的准确性和可靠性。所提出的TRACER流程包括一系列全面的预处理步骤和一种新颖的配准方法。这包括通过密集光流去除无信息帧并进行运动特征描述,随后是一种基于跟踪的归一化互相关图像配准方法,该方法利用通道和空间可靠性跟踪器进行精确对齐。完整的TRACER流程带来了显著的性能提升,所有测试的配准方法在不同指标上均有20%至30%的增强。特别是,独特的TRACER配准方法在图像配准性能方面优于现有方法,并且运行时间比次优方法快一个数量级。通过其集成的预处理和新颖的配准策略解决运动伪影,TRACER提供了一种强大的解决方案,可确保肺部OEM中FLIm数据处理的图像质量提高和实时可行性。