building simplification using offset curves obtained from ...varioscale.bk.tudelft.nl ›...
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Building simplification using offsetcurves obtained from the straightskeleton
Martijn MeijersNovember 23, 2016
STW UC, TU Delft, BK–00.WEST.670
Challenge the future
DelftUniversity ofTechnology
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Building simplification using offset curvesobtained from the straight skeleton
• Straight skeleton• Offset curves• Building simplification• Results• Discussion and Future work
Building simplification using the straight skeleton 2 | 18
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Straight skeleton
• Polygon as input• Shrink polygon inwards, with edges moving at
constant speed• Vertices move as well (some faster than others,
depend on angle of the vertex)• If moving vertex collides with non-adjacent edge:
polygon is split and shrinking continues for each piece• Moving vertices trace out set of curves: this is the
straight skeleton
Building simplification using the straight skeleton 3 | 18
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Straight skeleton
• Polygon as input• Shrink polygon inwards, with edges moving at
constant speed• Vertices move as well (some faster than others,
depend on angle of the vertex)• If moving vertex collides with non-adjacent edge:
polygon is split and shrinking continues for each piece• Moving vertices trace out set of curves: this is the
straight skeleton
Building simplification using the straight skeleton 3 | 18
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Straight skeleton
• Polygon as input• Shrink polygon inwards, with edges moving at
constant speed• Vertices move as well (some faster than others,
depend on angle of the vertex)• If moving vertex collides with non-adjacent edge:
polygon is split and shrinking continues for each piece• Moving vertices trace out set of curves: this is the
straight skeleton
Building simplification using the straight skeleton 3 | 18
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Straight skeleton
• Polygon as input• Shrink polygon inwards, with edges moving at
constant speed• Vertices move as well (some faster than others,
depend on angle of the vertex)• If moving vertex collides with non-adjacent edge:
polygon is split and shrinking continues for each piece• Moving vertices trace out set of curves: this is the
straight skeleton
Building simplification using the straight skeleton 3 | 18
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Straight skeleton
• Polygon as input• Shrink polygon inwards, with edges moving at
constant speed• Vertices move as well (some faster than others,
depend on angle of the vertex)• If moving vertex collides with non-adjacent edge:
polygon is split and shrinking continues for each piece• Moving vertices trace out set of curves: this is the
straight skeleton
Building simplification using the straight skeleton 3 | 18
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Straight skeleton
Edges move inwardImage after: Peter Palfrader, http://www.palfrader.org/research/
Building simplification using the straight skeleton 4 | 18
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Straight skeleton
Building simplification using the straight skeleton 4 | 18
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Straight skeleton
Building simplification using the straight skeleton 4 | 18
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Straight skeleton
Building simplification using the straight skeleton 4 | 18
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Straight skeleton
Building simplification using the straight skeleton 4 | 18
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Straight skeleton
Vertices also move (some faster than others)
Building simplification using the straight skeleton 4 | 18
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Straight skeleton
Building simplification using the straight skeleton 4 | 18
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Straight skeleton
Polygon can be split, if vertex collides with non-adjacentedge
Building simplification using the straight skeleton 4 | 18
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Straight skeleton
Building simplification using the straight skeleton 4 | 18
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Straight skeleton
Building simplification using the straight skeleton 4 | 18
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Straight skeleton
• Definition can be generalized for Planar Straight LineGraph (PSLG)
• Elegant algorithm for construction (Aichholzer andAurenhammer, 1996; Palfrader, 2013):
1. Triangulate regions between input segments2. Moving vertices does change size of triangles3. Triangle collapse (zero size) indicates change in
structure of Straight Skeleton
Building simplification using the straight skeleton 5 | 18
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Straight skeleton
Image credit: Peter Palfrader
Building simplification using the straight skeleton 5 | 18
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Straight skeleton
Building simplification using the straight skeleton 5 | 18
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Straight skeleton
Building simplification using the straight skeleton 5 | 18
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Straight skeleton
Building simplification using the straight skeleton 5 | 18
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Straight skeleton
Building simplification using the straight skeleton 5 | 18
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Straight skeleton
Building simplification using the straight skeleton 5 | 18
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Straight skeleton
Building simplification using the straight skeleton 5 | 18
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Straight skeleton
Building simplification using the straight skeleton 5 | 18
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Straight skeleton
Building simplification using the straight skeleton 5 | 18
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Offset curves
• Once traces of vertices are known, easy/cheap togenerate offset curves (Palfrader and Held, 2015)
• For each vertex, keep track of neighbouring verticesat any time t
Building simplification using the straight skeleton 6 | 18
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Offset curves
Image credit: Peter Palfrader
Building simplification using the straight skeleton 6 | 18
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Area simplificationAlgorithm for area simplification (Haunert and Sester,2007):
1. Compute straight skeleton2. Generate offset curves — ε inwards3. Compute straight skeleton, on resulting shape4. Generate offset curves — ε outwards
Building simplification using the straight skeleton 7 | 18
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Area simplificationAlgorithm for area simplification (Haunert and Sester,2007):
1. Compute straight skeleton2. Generate offset curves — ε inwards3. Compute straight skeleton, on resulting shape4. Generate offset curves — ε outwards
Note: Order of inwards — outwards can be reversed(giving different results)
Building simplification using the straight skeleton 7 | 18
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Building simplification
Figure: Input
Building simplification using the straight skeleton 8 | 18
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Building simplification
Figure: Offset curve inward
Building simplification using the straight skeleton 8 | 18
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Building simplification
Figure: Input for 2nd step
Building simplification using the straight skeleton 8 | 18
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Building simplification
Figure: Offset curve outwards
Building simplification using the straight skeleton 8 | 18
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Building simplification
Figure: Result
Building simplification using the straight skeleton 8 | 18
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Building simplification
Figure: Result – Comparison with input
Building simplification using the straight skeleton 8 | 18
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Building simplificationA variant of the algorithm:1. Compute straight skeleton2. Generate offset curves — 1
2ε inwards3. Compute straight skeleton, on resulting shape4. Generate offset curves — ε outwards
5. Compute straight skeleton, on resulting shape6. Generate offset curves — 1
2ε inwards
Note: Order can be reversed again.
Building simplification using the straight skeleton 8 | 18
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Results – One building
Figure: Input
Building simplification using the straight skeleton 9 | 18
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Results – One building
Figure: In–Out Result
Building simplification using the straight skeleton 9 | 18
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Results – One building
Figure: Result – Comparison with input
Building simplification using the straight skeleton 9 | 18
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Results – One building
Figure: Input
Building simplification using the straight skeleton 9 | 18
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Results – One building
Figure: In–Out result, larger ε
Building simplification using the straight skeleton 9 | 18
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Results – One building
Figure: In–Out result, larger ε (compare with input)
Building simplification using the straight skeleton 9 | 18
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Results – One building
Figure: Input
Building simplification using the straight skeleton 10 | 18
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Results – One building
Figure: In–Out–In, result
Building simplification using the straight skeleton 10 | 18
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Results – One building
Figure: In–Out–In, result; (compare with input)
Building simplification using the straight skeleton 10 | 18
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Results – One building
Figure: In–Out–In, result; Small edges still present
Building simplification using the straight skeleton 10 | 18
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Results – One building
Figure: Input
Building simplification using the straight skeleton 10 | 18
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Results – One building
Figure: Out–In–Out
Building simplification using the straight skeleton 10 | 18
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Results – One building
Figure: Out–In–Out; New created dent
Building simplification using the straight skeleton 10 | 18
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Results – Multiple buildings
Figure: Input
Building simplification using the straight skeleton 11 | 18
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Results – Multiple buildings
Figure: Out–In
Building simplification using the straight skeleton 11 | 18
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Results – Multiple buildings
Figure: Input
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Results – Multiple buildings
Figure: In–Out
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Results – Multiple buildings
Figure: Input
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Results – Multiple buildings
Figure: Out–In–Out
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Results – Multiple buildings
Figure: Input
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Results – Multiple buildings
Figure: In–Out–In
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Results
• Straightforward algorithm• Simplifies individual building outlines• Amalgamates multiple buildings• Still needs post-processing for small segments
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Discussion
• Improve our implementation of straight skeleton,GrassFire1
• Difficult: determine correct ε• No rotation needed for input (compare with Minkowski
sum)
1https://bitbucket.org/bmmeijers/grassfire
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Future work
• Smooth transitions between the input and the output:interpolate what is in between (Barequet et al., 2004;Yakersberg, 2004)
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Smooth transitions
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Smooth transitions
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Smooth transitions
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Smooth transitions
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Smooth transitions
Make connection between edges at highest level of detailand lowest level of detail: compute straight skeleton inpurple regions to define transition.
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Smooth transitions
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Smooth transitions
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Smooth transitions
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Smooth transitions
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Thank you for your attention
• Questions?
• Delft University of TechnologyFaculty of Architecture and the Built EnvironmentOTB ResearchGIS Technology
• dr.ir. Martijn [email protected]://www.gdmc.nl/martijn/tel. (+31) 15 27 856 42
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ReferencesAichholzer, O. and Aurenhammer, F. (1996). Straight skeletons for general polygonal figures in the
plane. In Cai, J.-Y. and Wong, C. K., editors, Computing and Combinatorics, volume 1090 of LectureNotes in Computer Science, pages 117–126. Springer Science + Business Media.
Barequet, G., Goodrich, M. T., Levi-Steiner, A., and Steiner, D. (2004). Contour interpolation by straightskeletons. Graphical Models, 66(4):245–260.
Damen, J., van Kreveld, M., and Spaan, B. (2008). High quality building generalization by extending themorphological operators. In Proceedings of the ICA Workshop on Generalization, Montpellier, France.
Haunert, J.-H. and Sester, M. (2007). Area collapse and road centerlines based on straight skeletons.GeoInformatica, 12(2):169–191.
Palfrader, P. (2013). Computing Straight Skeletons by Means of Kinetic Triangulations. Master’s thesis,University of Salzburg, Austria.
Palfrader, P. and Held, M. (2015). Computing Mitered Offset Curves Based on Straight Skeletons.Computer-Aided Design and Applications, 12(4):414–424.
Yakersberg, E. (2004). Morphing between Geometric Shapes using Straight-Skeleton-BasedInterpolation. Master’s thesis, Technion – Israel Institute Of Technology, Haifa, Israel.
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Minkowski sum (dilation–erosion) comparison
Figure: Input polygon P
Image credit: Jonathan Damen (Damen et al., 2008)
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Minkowski sum (dilation–erosion) comparison
Figure: Q ‘traverses’ the boundary of P: adding Q to P
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Minkowski sum (dilation–erosion) comparison
Figure: Dilation
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Minkowski sum (dilation–erosion) comparison
Figure: Dilation
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Minkowski sum (dilation–erosion) comparison
Figure: Input polygon P
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Minkowski sum (dilation–erosion) comparison
Figure: Q ‘traverses’ the boundary of P: subtracting Q from P
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Minkowski sum (dilation–erosion) comparison
Figure: Dilation
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Minkowski sum (dilation–erosion) comparison
Figure: Dilation
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Minkowski sum (dilation–erosion) comparison
Figure: Dilation-Erosion, axis-aligned buildings
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Minkowski sum (dilation–erosion) comparison
Figure: Dilation-Erosion, rotated buildings (main direction axisof building)
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Linear axis around vertices with sharp angles
Image credit: Palfrader and Held (2015)
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Linear axis around vertices with sharp angles
Linear axis
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