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1 Medical Image Analysis, SS-2015 Dr. Mohammad Dawood Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Page 1: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

Medical Image Analysis

Dr. Mohammad Dawood

Department of Computer Science

University of MünsterGermany

Page 2: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Recap

Page 3: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

X-Ray

CT

MRI

Larmor frequency

Page 4: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Nuclear Medicine

Page 5: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Nuclear medicine

Function not Density

Oncology/Cancer

Heart tissue viability

Brain dysfunctionepilepsystrokealzheimer

Page 6: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Radioactivity

Bohr’s atomic model

Page 7: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Page 8: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Radioactivity

Isotopes

Page 9: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Radioactivity

1. α decay

2. β- decay

3. β+ decay

Page 10: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

N

Z

Radioactivity

4. Electron capture

5. γ emission

Page 11: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Radioactive penetration

Page 12: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Radioactivity

Law of radioactive decay

Law of attenuation

Page 13: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Isotop Half life4H 9.93696 × 10−23 Seconds26Na 1 Second15O 122 Seconds18F 110 Minutes131I 8 Days137Cs 30 Years239Pu 24.110 Years238U 4.468.000.000 Years

232Th 14.050.000.000 Years

Page 14: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Cyclotron

Page 15: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Cyclotron

particles passing through the gap are accelerated

increase in velocity and mass result in spiral path

Page 16: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Gamma Scintigraphy

Page 17: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Scintigraphy

gamma emitters

99Mo → 99mTc + β⁻ + νe

99mTc → 99Tc + γ

Page 18: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Gamma camera

principle of anger camera

Page 19: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Collimator

Page 20: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Scintillators

Organic crystals, Organic liquidsAnorganic crystals, Plastic

Page 21: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Photomultiplier tube

Page 22: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

SPECT(Single Photon Emission Computed Tomography)

Page 23: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

SPECT camera

Page 24: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

SPECT camera

Multiple angles

3-6 degrees

ca 15-20 sec per angle

Page 25: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

SPECT camera

Pinhole SPECT

Page 26: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Page 27: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

PET(Positron Emission Tomography)

Page 28: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

β+-decay

Positron (e+)

Neutrino (ν)

Electron (e-)

Annihilation

p → n + e+ + e+ + e- → 2

Eγ = 511 keVAngle = 180°

Page 29: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Coincidence Unit

Sorting Unit

ImageReconstruction

PET Image

Detectors

Decay

Millions of events are detected during few minutes of PET scan

Page 30: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

PET

Detectors

Page 31: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Page 32: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

X

y

X1

y13),( 11 yxI

PETProjections

Page 33: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

r

)(rI

PETProjections

Page 34: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

PETProjections from different angels

r

),( rI

Page 35: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

r

)(0 rP

r

0

PETProjections from different angels

Page 36: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

r

45o

PETProjections from different angels

Page 37: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

r

90o

PETProjections from different angels

Page 38: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

PET

Projection sinogram

Page 39: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

PET

Positron range

Page 40: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

PET

Non-colinearity

Page 41: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

PET

Arc correction

Page 42: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

PET

Geometric sensitivity is inhomogeneous

Page 43: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

PET

Crystal efficiency normalization

Page 44: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

PET

Random and Scatter

Page 45: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

PET

Scatter

Page 46: Medical Image Analysis Dr. Mohammad Dawood Department of Computer Science University of Münster Germany

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Medical Image Analysis, SS-2015

Dr. Mohammad Dawood

Coincidence Unit

Sorting Unit

ImageReconstruction

Decay

Time of flight PET