The lines extraction methodology described in the following is mainly based on [EDL]_.
The lines extraction methodology described in the following is mainly based on [EDLN]_.
The extraction starts with a Gaussian pyramid generated from an original image, downsampled N-1 times, blurred N times, to obtain N layers (one for each octave), with layer 0 corresponding to input image. Then, from each layer (octave) in the pyramid, lines are extracted using LSD algorithm.
Differently from EDLine lines extractor used in original article, LSD furnishes information only about lines extremes; thus, additional information regarding slope and equation of line are computed via analytic methods. The number of pixels is obtained using `LineIterator <http://docs.opencv.org/modules/core/doc/drawing_functions.html#lineiterator>`_. Extracted lines are returned in the form of KeyLine objects, but since extraction is based on a method different from the one used in `BinaryDescriptor <binary_descriptor.html>`_ class, data associated to a line's extremes in original image and in octave it was extracted from, coincide. KeyLine's field *class_id* is used as an index to indicate the order of extraction of a line inside a single octave.
Differently from EDLine lines extractor used in original article, LSD furnishes information only about lines extremes; thus, additional information regarding slope and equation of line are computed via analytic methods. The number of pixels is obtained using *LineIterator*. Extracted lines are returned in the form of KeyLine objects, but since extraction is based on a method different from the one used in *BinaryDescriptor* class, data associated to a line's extremes in original image and in octave it was extracted from, coincide. KeyLine's field *class_id* is used as an index to indicate the order of extraction of a line inside a single octave.
LSDDetector::createLSDDetector
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@@ -48,5 +48,5 @@ Detect lines inside an image.
References
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.. [EDL] Von Gioi, R. Grompone, et al. *LSD: A fast line segment detector with a false detection control*, IEEE Transactions on Pattern Analysis and Machine Intelligence 32.4 (2010): 722-732.
.. [EDLN] Von Gioi, R. Grompone, et al. *LSD: A fast line segment detector with a false detection control*, IEEE Transactions on Pattern Analysis and Machine Intelligence 32.4 (2010): 722-732.
