Additional data and information
regarding:
Influence of CT Image Size and
Format on Accuracy of Lung Nodule Detection
SE Seltzer, PF Judy, U Feldman, L Scarff, FL Jacobson. Radiology 1998;206:617-622.
ABSTRACT
PURPOSE:
Many radiology departments, under
pressure to reduce costs, have decreased film consumption by placing
larger numbers of smaller digital images on each laser film.
We evaluated the impact of reducing image size on observers' ability
to detect small lung nodules on chest CT scans.
MATERIALS AND METHODS:
Stimuli were 80
single slices excerpted from 13 normal chest CT cases. On one
half of the images, nodules (3 to 5 mm diameter; soft-tissue attenuation
corrected for volume averaging) were superimposed electronically
at random locations. Four observers viewed images of six formats
and sizes ranging from 6-on-1 (133 x 133 mm) to 80-on-1 (40 x
40 mm) and assigned a confidence rating about nodule presence.
The images were printed using a carbon-based, dry process laser
printer and were viewed under 2 protocols: (1) a fixed distance
of 55 cm, and (2) an unrestricted, variable distance.
RESULTS:
At a fixed viewing distance,
nodule detection decreased with smaller image sizes (more images
per film). The ROC curve areas for these readings declined from
0.857 for the 6-on-1 format to 0.671 for the 80-on-1 format (p=.0001).
When observers could vary their distances, the decline
in ROC curve areas across all formats was not statistically significant
(0.884 to 0.834; p = ns). However, there was a significant drop
in performance for the smallest images (p < .05). Overall, the difference in ROC curve areas for fixed and variable
viewing was significant (p < .001).
CONCLUSIONS:
Reducing image size leads
to deterioration in lung nodule detection on CT scans viewed at
fixed viewing distances. This can be overcome by allowing the observer
to compensate for smaller images by adjusting the viewing distance.
Explanation of additional data
"Influence of CT Image Size and Format
on Accuracy of Lung Nodule Detection" presented the mean
performance of four observers. While a detailed presentation
of each individual performance may not be of interest to the
typical reader of Radiology, we have made this
data available on BrighamRAD for interested investigators. This Web presentation
demonstrates that the performance trends of individuals track
the mean performance.
Figure 3 from "Influence of CT Image
Size and Format on Accuracy of Lung Nodule Detection" presents
the observers' ability to detect nodules (i.e., area under
the ROC curve, A-z) on images of various format densities
under the two viewing protocols: (a) fixed distance of 55 cm;
or (b) variable viewing distance in which observers could get
as close to the films as they felt necessary and, in addition,
had access to a 3X hand-held magnifier.
Figure 3: Upper curve demonstrates results of variable viewing distance protocol with relatively constant performance with increasing image format densities. Lower curve demonstrates declining performance in the fixed viewing distance protocol. The error bars are the standard deviation of mean for all the trials.
Table of A-z for each observer
| Variable viewing distance | ||||
| Format density | ||||
| 6 | 0.926 | 0.828 | 0.874 | 0.907 |
| 12 | 0.877 | 0.862 | 0.879 | 0.904 |
| 20 | 0.897 | 0.838 | 0.892 | 0.911 |
| 30 | 0.862 | 0.799 | 0.889 | 0.929 |
| 42 | 0.866 | 0.902 | 0.907 | 0.897 |
| 80 | 0.819 | 0.813 | 0.808 | 0.897 |
| Fixed vewing distance | ||||
| Format density | ||||
| 6 | 0.827 | 0.831 | 0.860 | 0.910 |
| 12 | 0.749 | 0.853 | 0.887 | 0.923 |
| 20 | 0.759 | 0.832 | 0.845 | 0.884 |
| 30 | 0.659 | 0.797 | 0.891 | 0.844 |
| 42 | 0.696 | 0.746 | 0.847 | 0.864 |
| 80 | 0.613 | 0.644 | 0.685 | 0.743 |
Fraction of correct localizations
Figure 4 from "Influence of CT Image Size and Format on Accuracy of Lung Nodule Detection" presents the fraction of nodules correctly localized to the left or right lungs on nodule images of various format densities under the two viewing protocols: (a) fixed distance of 55 cm; or (b) variable viewing distance in which observers could get as close to the films as they felt necessary and, in addition, had access to a 3X hand-held magnifier.
Figure 4: Upper curve demonstrates results
of variable viewing distance protocol with relatively constant
performance with increasing image format densities. Lower curve
demonstrates declining performance in the fixed viewing distance
protocol. The error bars are the standard deviation of mean for
all the trials.
Table of fraction of correct localizations for each observer
| Variable viewing distance | ||||
| Format density | ||||
| 6 | 0.838 | 0.838 | 0.863 | 0.863 |
| 12 | 0.825 | 0.875 | 0.900 | 0.900 |
| 20 | 0.850 | 0.838 | 0.913 | 0.900 |
| 30 | 0.813 | 0.850 | 0.900 | 0.913 |
| 42 | 0.863 | 0.825 | 0.900 | 0.913 |
| 80 | 0.788 | 0.825 | 0.788 | 0.850 |
| Fixed vewing distance | ||||
| Format density | ||||
| 6 | 0.813 | 0.900 | 0.863 | 0.938 |
| 12 | 0.763 | 0.838 | 0.900 | 0.863 |
| 20 | 0.700 | 0.813 | 0.788 | 0.850 |
| 30 | 0.600 | 0.875 | 0.838 | 0.875 |
| 42 | 0.525 | 0.763 | 0.800 | 0.875 |
| 80 | 0.488 | 0.625 | 0.663 | 0.800 |
[Review of ROC analysis] | [Format Density]
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Posted February 23, 1998