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Watersheds
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using System; | |
using System.Collections.Generic; | |
using System.Linq; | |
List<(int x, int y)>[] FindWatersheds(int[,] map) { | |
var ans = new Dictionary<int, List<(int x, int y)>>(); | |
var h = map.GetLength(0); | |
var w = map.GetLength(1); | |
var uf = new UF(w * h); | |
for (int x = 0; x < w; x++) { | |
for (int y = 0; y < h; y++) { | |
// find min | |
var (minX, minY) = FindMin(map, x, y, w, h); | |
// connect components | |
uf.merge(y * w + x, minY * w + minX); | |
} | |
} | |
// retrieve disjoint sets | |
for (int x = 0; x < w; x++) { | |
for (int y = 0; y < h; y++) { | |
var watershedId = uf.find(y * w + x); | |
(ans[watershedId] = ans.GetValueOrDefault(watershedId, new List<(int x, int y)>())) | |
.Add((x, y)); | |
} | |
} | |
return ans.Values.ToArray(); | |
} | |
(int x, int y) FindMin(int[,] map, int x, int y, int w, int h) => Neighbors(x, y) | |
.Where(p => p.x >= 0 && p.x < w && p.y >= 0 && p.y < h) | |
.Select(p => (map[p.y, p.x], p)) | |
.Min() | |
.Item2; | |
IEnumerable<(int x, int y)> Neighbors(int x, int y) { | |
for (int xx = -1; xx <= 1; xx++) | |
for (int yy = -1; yy <= 1; yy++) | |
yield return (x + xx, y + yy); | |
} | |
int[,] input = { | |
{0, 1, 2, 3, 2, 1}, | |
{1, 1, 2, 3, 2, 0}, | |
{2, 2, 3, 3, 2, 1}, | |
}; | |
var watersheds = FindWatersheds(input); | |
var id = 1; | |
foreach (var watershed in watersheds) { | |
foreach (var (x, y) in watershed) { | |
input[y, x] = id; | |
} | |
id++; | |
} | |
for (int y = 0; y < input.GetLength(0); y++) { | |
for (int x = 0; x < input.GetLength(1); x++) { | |
Console.Write(input[y, x] + " "); | |
} | |
Console.WriteLine(); | |
} |
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public class UF | |
{ | |
public int[] id { get; set; } | |
public int[] sz { get; set; } | |
public int cnt { get; set; } | |
public UF(int N) | |
{ | |
cnt = N; | |
id = new int[N]; | |
sz = new int[N]; | |
for (int i = 0; i < N; i++) | |
{ | |
id[i] = i; | |
sz[i] = 1; | |
} | |
} | |
// Return the id of component corresponding to object p. | |
public int find(int p) | |
{ | |
int root = p; | |
while (root != id[root]) | |
root = id[root]; | |
while (p != root) | |
{ | |
int newp = id[p]; | |
id[p] = root; | |
p = newp; | |
} | |
return root; | |
} | |
public void merge(int x, int y) | |
{ | |
int i = find(x); | |
int j = find(y); | |
if (i == j) return; | |
if (sz[i] < sz[j]) | |
{ | |
id[i] = j; | |
sz[j] += sz[i]; | |
} | |
else | |
{ | |
id[j] = i; | |
sz[i] += sz[j]; | |
} | |
cnt--; | |
} | |
public bool connected(int x, int y) | |
{ | |
return find(x) == find(y); | |
} | |
public int count() | |
{ | |
return cnt; | |
} | |
} |
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