After careful gradient calibrations, the proposed segmentation technique
for volume quantization was in a first phase checked on images obtained
from water filled phantom objects. Although segmentation in this case is
obvious, this test was performed to reveal possible biases in the volume
quantization. The object volumes were chosen in the range of mouse brain
volume: 156, 316, 459, and 756 mm3. Each phantom volume was quantized
three times: the 3D data were presented to the user by slicing in the x-,
y-, and z-direction.
Table 9.1 shows the true volumes
of the phantom objects, along with the measured volumes.
The measured volumes reveal a systematic quantization error of about 2%,
while reproducibility tests revealed an intrinsic segmentation error
of less than 1%, which indicates
that the limiting factor in the volume quantization accuracy is due to the
limited accuracy of the gradient calibration. As segmentation of our phantom
object was a very simple problem, it is believed that the segmentation
procedure itself was extremely accurate.
Furthermore, segmentation results of the phantom objects were statistically
tested on their independence of slice direction. Thereby, ANOVA (analysis of
variance) was applied to the segmentation results.
It was found that the null hypothesis of equal volume
means (between and within the slice directions) could not be rejected at a
significance level of 0.05.
| Real object | Volume 1 | Volume 2 | Volume 3 | Volume quantization |
| volumes | x-slicing | y-slicing | z-slicing | error |
| (mm3) | (mm3) | (mm3) | (mm3) | (%) |
| 156 | 163 | 159 | 160 | 1.7 |
| 316 | 322 | 322 | 320 | 0.8 |
| 459 | 469 | 468 | 469 | 0.5 |
| 736 | 753 | 753 | 752 | 0.4 |
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