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Image Preprocessing
- Briefly explain the two types of image distortion
- Given U=AX, what is A called?
- Write the above in matrix notation (no coordinates given, just (x_k, \y_k)).
- Name one interpolation method and describe briefly.
Defect pixel interpolation
- Write down the Band limitation algorithm/steps.
- State 2 disadvantages of bandlimitation
- Defect pixel interpolation in frequency domain (equation derivation)
Sinograms (Fan Beam), 3D Reconstruction
- What is above image called (sinogram)
- Label the x- and y- axis of the diagram, briefly explain how we get sinogram from measured CT values.
- Map sinogram on to X-Y plane by describing or drawing
- State Orlov’s condition
- Draw on the unit sphere one example that satisfies Orlov’s condition and one example that doesn’t.
Iterative Reconstruction
- Kaczmarz Method given, what's another name for this method (Algebraic Reconstruction Technique)
- Given x_(i+1)= x_i +λn, derive for x_i.
- What is the main drawback of this method? (Slow convergence is the main drawback of ART.)
- Give alternate options. (Simultaneous ART (SART) and Simultaneous Iterative Reconstruction Technique (SIRT))
Rigid Registration
- Properties of Rotation Matrix
- Fill in the blanks for optimization problem for 2-D rigid registration (pk, qk, Rotation and Translation Equation).
SVD
- Applications of SVD (MCQ)
- Are the singular values randomly arranged or in decreasing order diagonally and are they non-negative or negative values? (MCQ)