Basic principle of Image Formation: ADC convolution Flashcards

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1
Q

What is suitable for digital processing?

A

An image function must be digitised both spatially and in amplitude

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2
Q

What is a digitiser for?

A

Sample and quantize analogue video signal

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3
Q

What does the sampling rate determine?

A

Spatial resolution of digitized image

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4
Q

What does quantization level determine?

A

Number of gray levels in digitized image

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5
Q

What is the objective of biomedical imaging system?

A

Make an object or phenomenon within patient’s body visible to observer

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6
Q

What are the parameters that are required to be minimized?

A
  1. Artefact
  2. Contrast
  3. Blur
  4. Noise
  5. Distortion
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7
Q

How can practical system achieve its goal?

A

Practical imaging system delivers visual information not distorted beyond limit which allows system to achieve its goal

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8
Q

What are measured from physical principle to an image?

A
  1. Ultrasound scanner
  2. Gamma camera
  3. X-radiograph
  4. Thermograph
  5. MR scanner
  6. ESI
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9
Q

What is ultrasound scanner?

A

A distribution of acoustic scattering centres

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10
Q

What is Gamma camera?

A

Uptake of radiopharmaceutical by counting gamma-ray photons

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11
Q

What is X-radiograph?

A

Linear attenuation of x-ray photons which are getting through object space

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12
Q

What is thermograph?

A

A distribution of temperature

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13
Q

What is MR scanner?

A

Magnitude and phase of precessing photons

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14
Q

What is ESI?

A

Electrical source imaging

Distribution of electric potential or within brain tissue (based on EEG)

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15
Q

What is ESI?

A
  1. Epileptic spike
  2. Reconstructing brain/cardiac electrical activity from electrical potential measured away from brain
  3. Determines the location of sources of current in body from measurements of voltages
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16
Q

What is EEG inverse problem?

A
  1. Make mathematical model of head and electrical source
  2. Find location of signal that is responsible for measured EEG data
  3. Invert EEG back to brain space
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17
Q

What are examples of Electrical source imaging?

A
  1. Distributed source - electric current encoded by pixel/voxel colour
  2. Single dipole sources
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18
Q

What happens in early CT imaging devices?

A

A narrow x-ray beam is scanned across a patient in synchrony with a radiation detector on opposite side of patient

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19
Q

If the beam is monoenergetic or nearly so, what equation is given for the transmission of x-rays through the patient

A

I = I0e−µx

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20
Q

What does attenuation depend on?

A

Properties of tissues

21
Q

What constitutes a CT image

A

gray-scale display of

attenuation coefficients

22
Q

How can gray-scale image be produced that represents various structures in parient?

A

By assigning gray levels to different ranges of attenuation

coefficients,

23
Q

How are multiple x-ray transmission measurements obtained?

A

By scanning a pencil-like beam of x-rays and an NaI detector in a straight line on opposite side of patiemt

24
Q

How are 160 x 180 = 28,000 x-ray transmission measurements accumulated?

A

the angular orientation of the scanning device is incremented
1 degree, and a second translational scan of 160 transmission measurements is performed. This process of translational scanning separated by 1-degree increments is
repeated through an arc of 180 degrees

25
Q

How can you obtain one projection of an image?

A

Source and detector move in parallel
Rotate and obtain another projection
Multiple acquisition with different angulation (arc 180 degrees)

26
Q

What is analog signal?

A

Continuous curve

27
Q

What are the 2 operations that convert analog into digital representation?

A
  1. Sampling

2. Quantization

28
Q

Where does sampling occur?

A

Time domain (spatial)

29
Q

What does sampling do?

A

Convert a time-varying voltage signal into discrete-time signal, a sequence of real numbers

30
Q

What does quantization replace?

A

Real numbers with approximation from a finite set of discrete values

31
Q

What is quantization?

A

Digitization in the signal value (value) = amplitude signal converted into digital

32
Q

How does ADC work?

A

Converts the quantities of real world phenomenon into digital language which is used in control systems, data computing, data transmission and information processing

33
Q

What specifies the sampling frequency?

A

clock

34
Q

What are the steps of ADC?

A
  1. Sampling of a sine wave using a 3 bit digitizer

2. Obtain sampled signal –> Quantization

35
Q

How is continuous curve encoded?

A

using a 16 bit ADC

36
Q

Step-like function

A

3 bit ADC

37
Q

What does 3 bit ADC allow for?

A

Maximum 111

8 samples to signal all sigals

38
Q

What is assigned to quantization?

A

Numerical value

In form of a binary number

39
Q

What is resolution of ADC?

A

is the number of discrete values it can produce over the range of analog values. Measured in bits

8 bit – max 256 levels (28)
16 bit – max 65536 levels (216)
24 bit – max 16777216 levels (224)

40
Q

What is dynamic range of ADC?

A

the ratio between the minimum and maximum amplitudes a data acquisition system can capture; typically expressed in decibel (dB). 20*log10(Vmin/Vmax)

41
Q

What does the dyanamic range describe?

A

the range of the input signal levels that can be reliably measured simultaneously, in particular the ability to accurately measure small signals in the presence of the large signals

42
Q

What is Aperture Error?

A

Difference between actual value of input signal and flat-topped sample value

43
Q

What does an error in clock translate into?

A

Error in values

44
Q

When does the Quantisation error appear due to?

A

Finite resolution of ADC
present in all ADC
varies from 0 to ½ of the least significant bit

45
Q

What is least significant bit?

A

LSB is the smallest value which can be resolved by an ADC

46
Q

What is the consequence of passing an analog signal through Quantisation Error?

A

8 bit digitizer adds noise of up to 1/512 of the full scale value;
12 bit conversion adds a noise of up to 1/8192 of the full scale;
16 bit conversion adds 1/131072

47
Q

What is the equation of Quantization error?

A

Sampled Analog signal - Digitized signal

48
Q

What is 1D sampling thereom?

A

A continuous-time signal x (t), whose spectral content is limited to frequencies smaller than Fb (i.e., it is band-limited to Fb) can be recovered from its sampled version x (n) if the sampling rate is larger than twice the bandwidth (i.e., if Fs > 2Fb)

49
Q

What is 2D sampling thereom?

A

A continuous-space signal s (x; y), whose spectral content is limited to spatial frequencies belonging to the rectangle having semi-edges Fbx and Fby (i.e., band limited to Fbx and Fby) can be recovered from its sampled version s (m; n) if the spatial sampling rates are larger than twice the respective bandwidths (i.e., if Fx > 2Fbx and Fy > 2Fby)