Vercauteren, Tom (2008) Image Registration and Mosaicing for Dynamic In Vivo Fibered Confocal Microscopy. PhD thesis Informatique Temps Réel, Automatique et Robotique, CMA - Centre de Mathématiques Appliquées, ENSMP p.162.
Full text available as:
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Abstract
Classical confocal microscopy can be used to obtain high-resolution images of cells in
tissue samples or cell cultures. Translation of this technology for in vivo applications
can be achieved by using optical fibers and miniature optics. Ultimately, fibered
confocal microscopy should enable clinicians and biologists to perform what can be
referred to as an optical biopsy: a real-time histological examination of biological
tissues in the living organism directly onto the region of interest.
The main goal of this thesis is to move beyond current hardware limitations of
these imaging devices by developing specific innovative image registration schemes.
In particular, this manuscript is framed by the goal of providing, through video
sequence mosaicing tools, wide field-of-view optical biopsies to the clinicians. This
targeted application is seen as a pipeline that takes raw data as input and provides
wide field-of-view image mosaics as output. We detail the critical building blocks of
this pipeline, namely real-time image reconstruction, linear image registration and
non-rigid registration, before presenting our mosaicing framework.
The raw data that fibered confocal microscopy produces is difficult to use as
it is modulated by a fiber optics bundle pattern and distorted by geometric arti-
facts. In this context, we show that real-time image reconstruction can be used
as a preprocessing step to get readily interpretable video sequences. Since fibered
confocal microscopy is a contact imaging modality, the combined movement of the
imaged tissues and the flexible optical microprobe makes it sometimes difficult to
get robust and accurate measurements of parameters of interest. To address this
problem, we investigated efficient and robust registration of pairs of images. We
show that registration tools recently developed in the field of vision-based robot
control can outperform classical image registration solutions used in biomedical im-
age analysis. The adequacy of these tools for linear image registration led us to
revisit non-rigid registration. By casting the non-rigid registration problem as an
optimization problem on a Lie group, we develop a fast non-parametric diffeomor-
phic image registration scheme. In addition to being diffeomorphic, our algorithm
provides results that are similar to the ones from Thirion’s demons algorithm but
with transformations that are smoother and closer to the true ones.
Finally, we use these image reconstruction and registration building blocks to
propose a robust mosaicing algorithm that is able to recover a globally consistent
alignment of the input frames, to compensate for the motion distortions and to
capture the non-rigid deformations. Moreover, our mosaicing algorithm has re-
cently been incorporated within a multicenter clinical trial. This trial illustrates
the clinical value of our tools in the particular application of Barrett’s esophagus
surveillance.
iii
| Item Type: | PhD Thesis (PhD) |
|---|---|
| Thesis Supervisor: | Ayache, Nicholas and Pennec, Xavier |
| Date: | 25 January 2008 |
| Board of examiners: | Faugeras, Olivier and Golland, Polina and Navab, Nassir and Ayache, Nicholas and Pennec, Xavier and Perchant, Aymeric and Becker, Valentin and Loiseau, Sacha |
| Ecole Doctorale: | ED 084 SCIENCES ET TECHNOLOGIES DE L'INFORMATION ET DE LA COMMUNICATION |
| Discipline: | Informatique Temps Réel, Automatique et Robotique |
| Collection (Fonds): | ENSMP |
| Institution: | ENSMP |
| Department: | CMA - Centre de Mathématiques Appliquées |
| Subjects: | 2. Information and Communication Sciences and Technologies |
| Uncontrolled Keywords: | Confocal microscopy, Microscopie confocale, Image registration, Recalage image, Difeormorphism, Difféomorphisme, Cell, Cellule, Biological tissues, Tissu biologique, Medical imagery, Imagerie médicale, Image reconstruction, Reconstruction image |
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| ID Code: | 3804 |
|---|---|
| Deposited By: | Claudine Abauzit |
| Deposited On: | 06 June 2008 |
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