synchro-- · Dec 22, 2017
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diff --git a/‎src/compute_histogram_bins.m
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diff --git a/‎src/cropMargins.m
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@@ -11,4 +11,14 @@ The goals are:
 
 We succesfully managed to achieve both tasks. See "Final Report" to get an intro to the topics of this research and the presentation of our work and the idea behind the actual implementation of the algorithm, based on the paper from Arbelaez. The former is in the docs folder together with some other useful document and our presentations. 
 
-Soon more documentation will be added.
+### Gradient of Histogram  
+#### Influence of scale in gradients' magnitudes 
+Big scales images give rise to fine contours in contrast with the coarse contours acquired in the smaller scale image.
+![](res3.png)
+
+#### Influence of θ in gradients’ magnitudes
+Using one single orientation (θ=0°,90°,45°,125°) is not enough to acquire contour quality, but the combination of all give rise to an efficient contour detector.
+![](res2.png)
+
+### Watershed Segmentation 
+![](res1.png)