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R_Bibb_Medical_Modelling_The_Application_of_Adv.pdf

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4.1 Pixel data operations<br />

4<br />

Working with medical scan data<br />

As described in earlier chapters, both CT and MR images are made up <strong>of</strong><br />

grey scale pixels. In CT, the grey scale is proportional to the X-ray density.<br />

In MR, the grey scale will be proportional to the magnetic resonance <strong>of</strong> the<br />

s<strong>of</strong>t tissues. In many cases, it is advisable to work with the original data<br />

rather than any three-dimensional reconstruction derived from it. <strong>The</strong>refore,<br />

CT and MR image data is <strong>of</strong>ten manipulated in the pixel format. Much <strong>of</strong><br />

this data manipulation is similar in concept to popular photo-editing s<strong>of</strong>tware<br />

such as Adobe ® Photoshop ® (Adobe Systems Inc., 345 Park Avenue,<br />

San Jose, CA 95110-2704, USA). Many s<strong>of</strong>tware packages are available<br />

that utilise such pixel manipulation to allow specifi c individual anatomical<br />

structures to be isolated from a CT or MR data set and exported in an<br />

appropriate format. Many <strong>of</strong> these packages operate in a similar manner<br />

to the s<strong>of</strong>tware that radiographers routinely use to generate images in<br />

radiology departments.<br />

4.1.1 Thresholding<br />

Thresholding is the term used for selecting anatomical structures depending<br />

on their density, or grey scale value. By specifying upper and lower density<br />

thresholds, tissues <strong>of</strong> a certain density range can be isolated from surrounding<br />

tissues. Due to the partial pixel effect described in Chapter 2, small<br />

variations in the thresholds may affect the quality <strong>of</strong> the anatomical structures<br />

isolated. <strong>The</strong> effect may be to make them slightly larger or smaller as<br />

illustrated in Figs. 4.1–4.3. However, thresholding will select all pixels within<br />

the specifi ed density range regardless <strong>of</strong> their relationship to individual<br />

anatomical structures. This may be overcome using region growing.<br />

<strong>The</strong> effect can be clearly seen in the real example shown in Fig. 4.4. In<br />

this example, bone is selected by setting a high upper threshold and an<br />

appropriate lower threshold, with the resulting region shown in Fig. 4.5.<br />

37

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