Fusion, Co-Registration, Technical Issues & Limitations Flashcards
What is the need and rationale for fusion, co-registration and technical issues?
Research:
- understanding functional pathways in a subjects population
What are the clinical applications for the need and rationale?
- EEG: location of focus epilepticus
- fMRI: vicinity of eloquent areas to lesions
- DTI: vicinity of tracts to lesion
What are the problem for the need and rationale?
Poor anatomical definition in DTI and functional imaging (fMRI, EEG, PET)
What is the solution to the problem for the need and rationale?
Co-registration to images with high anatomical definition and high resolution
What is 3D Rigid-body transformations?
3 translations: in X, Y & Z directions
3 rotations: about X, Y & Z
The order of the operations matters
What is affine transformation?
3 translations: in X, Y & Z directions
3 rotations: about X, Y & Z axes
Zoom
Shear
What are the different methods for the fusion methods?
- Manual
- Interactive
- Semi-automatic
- Automatic
Manual method
Provide tools to align the images manually
Interactive method
Perform certain key operations automatically: user guides the registeration
Semi-automatic method
Perform more of the registration steps automatically; user verifies correctness of refisteration
Automatic method
Do not allow any user interaction; perform all registeration steps automatically
What is semi-automatic methods?
- Coarse image registeration done manually
- More precise image registeration done automatically
- User verified registeration and is able to finely modify it if necessary
What is automatic methods?
Image registration is done by optimisation
Optimisation involves finding some best parameters according to an “objective function” which is either minimised or maximised
The “objective function” is often related to a probability based on some model
What are the 2 different types of objective functions?
- Intra-model
2. Inter-model
What are examples of intra-model?
- Mean squared difference (minimise)
- Normalised cross correlation (maximise)
- Entropy of difference (minimise)