ELG7173 Topics in signal Processing II Computational Techniques in Medical Imaging

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Transcription:

ELG7173 Topics in signal Processing II Computational Techniques in Medical Imaging Topic #1: Intro to medical imaging

Medical Imaging Classifications n Measurement physics Send Energy into body Send stuff into body n Imaging Algorithms Mathematical approach n Type of activity Anatomical imaging (static images) Functional imaging (dynamic images) n and medical perspectives

Medical Imaging Classifications n Measurement physics Send Energy into body Send stuff into body n Imaging Algorithms Mathematical approach n Type of activity Anatomical imaging (static images) Functional imaging (dynamic images) n and medical perspectives

Medical Imaging Technologies n Send energy into the body and watch what comes out Electromagnetic radiation Sound n Send stuff into the body which later releases energy and watch that Nuclear Medicine

Medical Imaging Technologies n Send energy into the body and watch what comes out Electromagnetic radiation Sound n Send stuff into the body which later releases energy and watch that Nuclear Medicine

Send Energy into the body n Electromagnetic Energy X-rays, CT MRI Microwave Imaging Photon Migration Tomography n Electrical Current Electrical Impedance Tomography n Magnetic Fields Magnetic imaging Eddy Current imaging n Vibration Ultrasound Sonoelastometry

X-rays Subject Detector X-ray source

Computed Tomography

Electrical Impedance Tomography Medium Current Source Imaging System + + Data acquisition Controler + Amplifiers

Medical Imaging: History n Röntgen discovers X-rays (1895) Beam of X-rays is directed through the patient onto film Non-quantitative Soft tissue is darker than bone First Physics Nobel prize (1901) n Within 12 months 1000 papers published

X-ray technology pre 1950 s n Faster imaging (seconds). Early exposures required 20 minutes n Contrast agents (1910s) radioopaque materials in GI tract gave significant improvement n Angiography arterial contrast agent n Other instrumentation improvements, but no breakthroughs in physics n Most development done by medical community

Computed Tomography n G. Hounsfield (1972) based on work of A. Cormack. Nobel Prize 1979 medicine Cross sectional image is computed from X-ray projections Most revolutionary idea in medical imaging since Röntgen took medical imaging into the engineering world. Imaging becomes quantitative Images are no longer directly from data. Counterintuitive processing is required. Inspired similar approaches in MRI, PET, etc.

Magnetic Resonance Imaging n MRI is politically correct name. was Nuclear magnetic resonance (NMR) n NMR invented as a spectrographic technique. F.Block and E.Purcell (Nobel physics 1952) n NMR extended to imaging in 1970 s n Initially slow (minutes) now millisec n Uses radio waves, not ionizing radiation, thus no risk of tissue dammage

Magnetic Resonance Imaging Gradient coils RF coils

Ionizing Radiation for imaging Microwave UHF Visible Soft X ray Gamma ray Gamma ray MHz ( m ) GHz ( mm ) 1 ev (100 nm) 100 ev (nm) 10 kev 1 MeV Ultrasound, MRI Microwave imaging Photon Migration Tomography X-ray (film, CT) Scintillation, SPECT PET

Ultrasound n Image is formed from scattered echo n Clinical ultrasound derives from Navy sonar technology from WWII n Advantage: No ionizing radiation n Disadvantages Only useful for soft tissue characterization Mathematics is very different + not as well systematized

Medical Imaging Technologies n Send energy into the body and watch what comes out Electromagnetic radiation Sound n Send stuff into the body which later releases energy and watch that Nuclear Medicine

Send stuff into the body n Nuclear Medicine EM radiation (gamma rays): n SPECT: single photon emission computed tomography n Anger camera positrons: n PET: positron emission tomography Compounds which release n Exotic stuff but not yet widely used Magnetic beads magnetic twisting cytometry

Nuclear medicine n Natural radioactivity (Becqurel, 1896) n Polonium (P + M Curie, 1898) Shared 3 rd Nobel Prize Physics (1903) n Term nuclear medicine from 1950 s where I-131 used as a tracer for brain tumors

Nuclear Medicine n Functional imaging technique You don t get a picture of the anatomy, only of the areas to which the tracer goes View physiological function, functional metabolism n Much research complex tracers: attach radioactive molecule to compound of interest

PET Detector Subject

Medical Imaging Classifications n Measurement physics Send Energy into body Send stuff into body n Imaging Algorithms Mathematical approach n Type of activity Anatomical imaging (static images) Functional imaging (dynamic images) n and medical perspectives

Algorithms 2D and 3D projection reconstruction Iterative / Matrix Method Fourier Reconstruction Parallel-beam Fan / cone beam Algebraic Reconstruction Technique Max. Likelyhood / Max. A Poseriori / Bayesian reconstruction Direct Fourier Reconstruction Direct Fourier Imaging (MRI)