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Image reproduction +fMRI. Filtered Back Projection.

Dec 22, 2015

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Page 1: Image reproduction +fMRI. Filtered Back Projection.

Image reproduction Image reproduction +fMRI+fMRI

Page 2: Image reproduction +fMRI. Filtered Back Projection.
Page 3: Image reproduction +fMRI. Filtered Back Projection.

Filtered Back ProjectionFiltered Back Projection

Page 4: Image reproduction +fMRI. Filtered Back Projection.

Filtered Back Projection

Page 5: Image reproduction +fMRI. 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’(,).

Page 6: Image reproduction +fMRI. Filtered Back Projection.

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

Page 7: Image reproduction +fMRI. Filtered Back Projection.

Phase encodingPhase encoding

Page 8: Image reproduction +fMRI. Filtered Back Projection.

K spaceK space

Page 9: Image reproduction +fMRI. Filtered Back Projection.

K SpaceK Space

Page 10: Image reproduction +fMRI. Filtered Back Projection.

Partial K Partial K space space

reconstrucreconstructiontion

Page 11: Image reproduction +fMRI. Filtered Back Projection.

Partial K space Partial K space reconstructionreconstruction

Page 12: Image reproduction +fMRI. Filtered Back Projection.

Partial K space Partial K space reconstructionreconstruction

Page 13: Image reproduction +fMRI. Filtered Back Projection.

Zero paddingZero padding

Page 14: Image reproduction +fMRI. Filtered Back Projection.

ConjugatConjugate e

symmetrysymmetry

Page 15: Image reproduction +fMRI. Filtered Back Projection.

Conjugate symmetryConjugate symmetry

Page 16: Image reproduction +fMRI. Filtered Back Projection.

Homodyne Homodyne reconstructionreconstruction

Page 17: Image reproduction +fMRI. Filtered Back Projection.

Homodyne Homodyne reconstructionreconstruction

Page 18: Image reproduction +fMRI. Filtered Back Projection.

Homodyne Homodyne reconstructionreconstruction

Page 19: Image reproduction +fMRI. Filtered Back Projection.

HomodyHomodyne ne

reconstrreconstructionuction

Page 20: Image reproduction +fMRI. Filtered Back Projection.

Mechanism of BOLD Mechanism of BOLD Functional MRIFunctional MRI

Brain activity

Oxygen consumption Cerebral blood flow

OxyhemoglobinDeoxyhemoglobin

Magnetic susceptibility

T2*

MRI signal intesity

Page 21: Image reproduction +fMRI. Filtered Back Projection.

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

Page 22: Image reproduction +fMRI. Filtered Back Projection.

TT22* Effect in fMRI* Effect in fMRI

excitation reception

MR

sig

nal (S

)

actionrest

TE t

Page 23: Image reproduction +fMRI. Filtered Back Projection.

Time Series and Activation Time Series and Activation MapsMaps

Off Off Off OffOn On On On

Scan Number

Sig

nal

In

ten

sity

Page 24: Image reproduction +fMRI. Filtered Back Projection.

Temporal resolutionTemporal resolution

Impulse-response function

2s

5s

12s

Page 25: Image reproduction +fMRI. Filtered Back Projection.

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?