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Image stabilization and registration for tracking cells in the microvasculature
Adam P Goobic1, Jinshan Tang, Scott T Acton
1Air Force Research Laboratory Sensors Directorate at Hanscom AFB, Bedford, MA 01731, USA.
IEEE Transactions on Bio-Medical Engineering
|February 16, 2005
Summary
We developed a novel registration system for intravital microscopy to track cells by stabilizing frame jitter and registering images in a moving field of view (FOV), enabling unprecedented in vivo cell tracking.
Area of Science:
- Biomedical Imaging
- Cell Biology
- Microscopy Techniques
Background:
- Intravital video microscopy is crucial for observing cellular dynamics in vivo.
- Image stabilization and registration are essential for accurate cell tracking over time and distance.
- Existing methods struggle with frame jitter and moving fields of view.
Purpose of the Study:
- To develop and validate a registration system for enhanced cell tracking in intravital microscopy.
- To address challenges posed by frame jitter and moving fields of view (FOV).
- To enable long-term, in vivo tracking of cells, such as rolling leukocytes.
Main Methods:
- A morphological approach identifies stable background regions for jitter stabilization.
- Template matching aligns subregions to a reference frame for fixed FOV stabilization.
- A modified correlation method registers consecutive fixed FOVs for moving FOV alignment.
- Active contour models are used for cell tracking.
Main Results:
- The stabilization algorithm reduced root-mean-square error (RMSE) to less than 0.5 micrometers for fixed FOV sequences.
- 15 leukocytes, previously untrackable due to jitter, were successfully tracked.
- The moving FOV registration technique achieved an RMSE of less than 0.6 micrometers.
- 11 cells were tracked over moving FOVs in 10 different venule sequences.
Conclusions:
- The proposed registration system effectively stabilizes jitter and aligns moving fields of view in intravital microscopy.
- This system enables robust in vivo cell tracking, including rolling leukocytes, over extended ranges.
- The demonstrated accuracy and capability advance the potential of intravital microscopy for biological research.