2011 Winter Project Week:SegEye
- Georgia Tech: Ivan Kolesov and Allen Tannenbaum
- MGH: Gregory Sharp
- We are interested in segmenting the eye ball, lens, optic nerve, and the optic chiasm.
- Anatomical structures are highly sensitive to radiation.
- We are creating a framework to perform these segmentations, which is likely to require a different approach for each structures due to the proximity of multiple structures to each other.
- The eye ball is considered to be the pivotal organ since its segmentation will localize the region of interest when looking for other structures.
- We will reduce the dimensionality of this problem by performing model based segmentation for each structure.
- Once the eye is segmented, we use this knowledge to locate the lens/ initialize optic nerve segmentation.
- We would like to leverage the information provided by a CT scan with additional data from an MRI -- we have to consider this registration problem.
- We segmented the eye ball.
- VMTK Modules in Slicer for optic nerve segmentation.
- The particle filtering based approach for nerve segmentation.
- Ellipse constrained segmentation of optic lens.
- There remain a number of future experiments:
- Incorporate constraints on Hounsfield units for segmentation of CT imagery.
- Use atlas for more robust localization of eye ball.
- Add prior anatomical knowledge for optic nerve segmentation (surrounding bone easily visible).