Image Quality Flashcards
(247 cards)
What is a point spread function?
It is a function that describes the response of an imaging system to a point source or point object. The PSF is convolved with an original image, which produces the blurring.
What is a line spread function?
It is a line convolved with a point spread function, which results in a line spread function. Shows the effective spread of a perfect line due to system and detector limitations.
What is an example of a fundamental theoretical limitation of the spatial resolution of an imaging modality.
The wavelength of the energy used to probe the object. In practice, many resolutions are larger than this limit. For example, an x-ray wavelength is 500nm, but the resolution of images are much bigger.
Which imaging modalities typically have the smallest resolution?
Radiography, mammography, fluoroscopy, and ultrasound. Screen film radiography has a resolution of around 0.08mm, while digital has around 0.17mm. Screen film mammography has a resolution of 0.03mm while digital is about 0.05 - 0.1mm. Ultrasound has a resolution of 0.3mm. Fluoroscopy has a resolution of 0.125mm.
Which imaging modalities typically have the largest resolution?
PET, with a resolution of 5mm and Single Photon Emission Computerized Tomography (SPECT) with 7mm.
What physical mechanisms cause blurring?
The “camera” is not in focus (image not at focal point), optical diffusion (secondary particles from x-ray interaction scatter and spread out), digital averaging.
What happens to the 2D Fourier transform of an object when the image is blurred?
The high frequencies decrease, so the high x and y points fade or disappear, making a more centralized plot than previous.
What does MTF stand for and what is it?
Modulation Transfer Function is a very complete description of the resolution properties of an imaging system. The MTF illustrates the fraction (or percentage) of an object’s contrast that is recorded by the imaging system, as a function of the size (i.e., spatial frequency) of the object. It plots the fraction of the original amplitude that will be recorded as a function of frequency.
What units are frequency measured in?
Cycles/mm.
Are high spatial frequencies due to small or big objects?
Small objects.
What physical property does the MTF describe?
The resolution of the imaging system.
How are the line spread function and the modulation frequency functions related?
The MTF is typically calculated from a measurement of the line spread function (LSF). As the line spread function gets broader, the corresponding MTFs plummet to lower MTF values at the same spatial frequency, and the cutoff frequency (where the MTF curve meets the x-axis) is also reduced.
What is the term “limiting resolution” used for?
It is the smallest frequency at which the MTF is at least 10%, it is used to quote the resolution of the imaging system.
How can you use the display contrast to resolve difficult to see objects?
You can narrow the display window so that the range from maximum to minimum contrast is over the small signal range that is relevant to the object. Objects outside of this signal level will appear either black or white (high saturation).
What is the contrast to noise ratio?
It is the difference between the average signal value (per pixel) and the average background value divided by the standard deviation of the background. Essentially, it says how many factors of the background error is the signal significance.
What is the signal to noise ratio.
It is the sum of the difference between a signal and the average background output for every cell, divided by the standard deviation of the background. The size of the signal object (ie number of cells/pixels) thus increases the signal to noise ratio, as it is summed over every cell.
Which one changes as a function of the size of the object: the contrast to noise ratio or the signal to noise ratio.
The signal to noise ratio because it is summed over every signal cell.
Which one is invariant as a function of the size of the object: the contrast to noise ratio or the signal to noise ratio.
The contrast to noise ratio as the numerator is only the difference between the average signal size and the average background size, there is no sum.
What is the true positive fraction and in what context is it used?
It is the sensitivity of a diagnostic decision parameter, defined as the number of true positive diagnoses to the total number of people with the disease (true positive plus true negative): TP/(TP + FP). It is used in conjunction with ROC (receiver operator curve) to define the accuracy of a diagnostic.
What is the true negative fraction and in what context is it used?
It is the specificity of a diagnostic decision parameter, defined as the number of true negative diagnoses (people who truly do not have the disease and are diagnosed as not having it) divided by the total number of people who do not have the disease (true negative plus false positive): TNF=TN/(TN + FP). It is used in conjunction with ROC (receiver operator curve) to define the accuracy of a diagnostic.
What is an ROC curve?
A receiver operator curve. It plots the Ture Positive Fraction vs the False Positive Fraction to characterize how much better than a coin toss is the diagnostic performing (want curve pushed to the top left of the graph to indicate high true positive and low false positive).
What is the false positive fraction?
It is the fraction of people in the normal population who are told that they have the disease. It is defined as FPF=1-TNF (true negative fraction).
What is the sensitivity?
The True Positive Fraction, the fraction of abnormal population that is correctly diagnosed: TP/(TP + FN).
What is the specificity?
It is the True Negative Fraction, the fraction of the normal population that is correctly identified as not having the disease: TN/(TN + FP).
