Voronoi Label N dimensions

Tool for drawing an N-D Voronoi label matrix given a set of centroids.
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更新 2021/9/15

Voronoi Label N

Tool for drawing a Voronoi label matrix given a set of centroids. Creates an N-D Voronoi diagram label matrix from input centroid coordinates. May be used directly on pixel coordinate centroids, or used on arbitrary numeric coordinate centroids with args 2-4.

Two methods are available:

  1. "coordinates" - uses a compute- and memory-intensive direct computation of nearest centroid to each element. Labels all elements, biased towards smaller valued labels when there is a tie. Complexity is O(M*N*P) where M is the number of centroids, N is the number of dimensions, P is the number of elements in the output image. Suitable if Image Processing Toolbox is not available.
  2. "watershed" - uses a faster, less-memory-intensive computation using optimized image processing algorithms bwdist() and watershed(). Prefer this method if Image Processing Toolbox is available, it is about twice as fast.

Usage:

  1. Pixel coordinates, call with 1st arg only, or with 1st and 5th (args 2-4 empty arrays).
  2. Arbitrary coordinates, call with 2nd arg to give shape, 3rd to give origin and 4th to scale pixels/voxels.
% direct
labels = voronoi_labeln(centroids) % implied shape
labels = voronoi_labeln(centroids, shape) % explicit shape
labels = voronoi_labeln(centroids, shape, [], px_len) % scale
labels = voronoi_labeln(centroids, shape, origin, []) % translate
labels = voronoi_labeln(centroids, shape, origin, px_len) % both

% watershed
labels = voronoi_labels(centroids, [], [], [], "watershed")
labels = voronoi_labels(centroids, shape, [], [], "watershed")
% ... etc.

引用

William Warriner (2024). Voronoi Label N dimensions (https://github.com/wwarriner/matlab_voronoi_labeln), GitHub. 取得済み .

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作成: R2021a
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バージョン 公開済み リリース ノート
1.0.1.1

Update title

1.0.1

Watershed now behaves identically to direct compute, and about twice as fast.

1.0.0.1

Added sample labelvolshow() image.

1.0.0

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この GitHub アドオンでの問題を表示または報告するには、GitHub リポジトリにアクセスしてください。