Image reproduction +fMRI Image reproduction +fMRI
Dec 22, 2015
Image reproduction Image reproduction +fMRI+fMRI
Filtered Back ProjectionFiltered Back Projection
Filtered Back Projection
Filtered backprojection• Filter the measured projection data at different projection angles with a special function.• Backproject the filtered projection data to form the reconstructed image.
Filtering can be implemented in 2 ways, in the spatial domain, the filter operation is equivalent to to convolving the measured projection data using a special convolving function h(t)
p t p t h t, ( , ) ( , ) ( )
More efficient multiplication will be in the spatial frequency domain.• FFT the measured projection data into the frequency domain:p(,)=FT {p(t, )• Multiply the the fourier transform projections with the special function.•Inverse Fourier transform the product p’(,).
Phase EncodingPhase Encoding
Gradient
Slice Plane
Slice Phase Frequency
XY Z X or Y Y or X
XZ Y X or Z Z or X
YZ X Y or Z Z or Y
Phase encodingPhase encoding
K spaceK space
K SpaceK Space
Partial K Partial K space space
reconstrucreconstructiontion
Partial K space Partial K space reconstructionreconstruction
Partial K space Partial K space reconstructionreconstruction
Zero paddingZero padding
ConjugatConjugate e
symmetrysymmetry
Conjugate symmetryConjugate symmetry
Homodyne Homodyne reconstructionreconstruction
Homodyne Homodyne reconstructionreconstruction
Homodyne Homodyne reconstructionreconstruction
HomodyHomodyne ne
reconstrreconstructionuction
Mechanism of BOLD Mechanism of BOLD Functional MRIFunctional MRI
Brain activity
Oxygen consumption Cerebral blood flow
OxyhemoglobinDeoxyhemoglobin
Magnetic susceptibility
T2*
MRI signal intesity
Magnetic Properties of Magnetic Properties of Oxyhemoglobin and Oxyhemoglobin and DeoxyhemoglobinDeoxyhemoglobin
Deoxyhemoglobin: paramagnetic ( > 0) paramagnetic with respect to the surrounding tissue
Oxyhemoglobin: diamagnetic ( < 0) isomagnetic with respect to the surrounding tissue
22HbOOHb
cdiamagneti ,0 icparamagnet ,0 if
HM
TT22* Effect in fMRI* Effect in fMRI
excitation reception
MR
sig
nal (S
)
actionrest
TE t
Time Series and Activation Time Series and Activation MapsMaps
Off Off Off OffOn On On On
Scan Number
Sig
nal
In
ten
sity
Temporal resolutionTemporal resolution
Impulse-response function
2s
5s
12s
0 20 40 60 80 100 120
4
3
2
1
Com
pone
nt
Frame
Temporal components (sd, % variance explained)
105.7, 77.8%
26.1, 4.8%
15.8, 1.7%
14.8, 1.5%
Slice
Com
pone
nt
Spatial components
0 2 4 6 8 10
1
2
3
4
PCA_IMAGE: PCA of time space:
1: excludefirst frames
2: drift
3: long-range correlationor anatomicaleffect: removeby converting to % of brain
4: signal?