next up previous contents
Next: Comparison with an arbitrary Up: Experimental results Previous: Detection ratios

Comparison with the manual procedure

For one nerve, 9 images were selected at different nerve locations. Using standard software (NIH image for Macintosh), contour fibers were manually drawn and measured. A total number of 1936 fibers were found by the manual and 1899 by the automatic method. In figure [*], the manual and automatic histograms are depicted ( $bin = 0.5 \mu m$) in the upper left panel. The fit between both histograms H1,H2 made of n bins is evaluated with the $\chi^2$ test, i.e.
  
Figure 4.10: Comparison of fiber size distribution found by the manual and automatic procedures. $\chi^2$ values are placed on the upper right corner for each histogram. The bin size is $0.5 \mu m$.
\begin{figure}\centerline{\epsfxsize=12cm
\epsfbox{figures/chapter2b/lobebylobe.eps}}
\end{figure}


\begin{displaymath}\chi^2= \sum_{b=1}^{n} \frac{(H_1(b)-H_2(b))^2}{H_1(b)+H_2(b)}
\end{displaymath} (4.6)

This value and the number of bins used determine the goodness of the fit. For the complete histogram, there is no significant difference (p > 0.05; n = 26).
In order to get finer results, the histogram is split into its two lobes. The first lobe shows a negligible difference confirmed by the $\chi^2$ test (p > 0.1; n=10). Interestingly, when the second lobe of the manual histogram is left shifted by $0.5 \mu m$, the fitting is highly improved (p > 0.5; n=16). This indicates a slight underestimation of the size of the large fibers by the automatic method.

next up previous contents
Next: Comparison with an arbitrary Up: Experimental results Previous: Detection ratios
Olivier Cuisenaire
1999-10-05