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December 12, 2017 03:39
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Rough draft of how to implement connected component labelling using disjoint sets
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package main | |
import ( | |
"fmt" | |
"image" | |
_ "image/png" | |
"log" | |
"os" | |
) | |
type Pos struct { | |
x, y int | |
} | |
type DisjointSet struct { | |
parents map[Pos]Pos | |
size map[Pos]int | |
labels map[Pos]int | |
} | |
func newDisjointSet() *DisjointSet { | |
return &DisjointSet{ | |
parents: make(map[Pos]Pos), | |
size: make(map[Pos]int), | |
labels: make(map[Pos]int), | |
} | |
} | |
func (s *DisjointSet) add(x Pos, l int) { | |
// ignore already registered | |
_, ok := s.size[x] | |
if ok { | |
return | |
} | |
s.labels[x] = l | |
s.parents[x] = x | |
s.size[x] = 1 | |
} | |
func (s *DisjointSet) find(x Pos) Pos { | |
if s.parents[x] == x { | |
return x | |
} | |
return s.find(s.parents[x]) | |
} | |
func (s *DisjointSet) union(s1 Pos, l1 int, s2 Pos, l2 int) { | |
r1 := s.find(s1) | |
r2 := s.find(s2) | |
// already in the same set | |
if r1 == r2 { | |
return | |
} | |
fmt.Printf("union of %#v and %#v (%d %d)\n", s1, s2, l1, l2) | |
fmt.Printf("cur root %#v and %#v (%d %d)\n", r1, r2, s.labels[r1], s.labels[r2]) | |
if s.size[r1] >= s.size[r2] { | |
// make r1 parent of r2 | |
s.size[r1] = s.size[r1] + s.size[r2] | |
s.parents[r2] = r1 | |
s.labels[r1] = minInt(s.labels[r1], l1, l2) | |
fmt.Printf("\t %d %d %d %d\n", s.labels[r2], l1, l2, minInt(4, 4, 4)) | |
println("\t A root label ", s.labels[r1]) | |
} else { | |
// make r2 parent of r1 | |
s.size[r2] = s.size[r1] + s.size[r2] | |
s.parents[r1] = r2 | |
s.labels[r2] = minInt(s.labels[r2], l1, l2) | |
println("\t B root label ", s.labels[r2]) | |
} | |
} | |
func (s *DisjointSet) sameComponent(s1, s2 Pos) bool { | |
return s.find(s1) == s.find(s2) | |
} | |
func minInt(vals ...int) int { | |
var tmp = 0 | |
for _, val := range vals { | |
if tmp == 0 && val != 0 { | |
tmp = val | |
} | |
if val == 0 { // 0 is just placeholder | |
continue | |
} | |
if val < tmp { | |
tmp = val | |
} | |
} | |
return tmp | |
} | |
var labels [6][5]int // @FIXME change hardcoded labels size | |
func main() { | |
reader, err := os.Open("/Users/max/Desktop/frob-tiny.png") | |
if err != nil { | |
log.Fatal(err) | |
} | |
defer reader.Close() | |
m, _, err := image.Decode(reader) | |
if err != nil { | |
log.Fatal(err) | |
} | |
bounds := m.Bounds() | |
set := newDisjointSet() | |
var labelCount = 1 | |
for y := bounds.Min.Y; y < bounds.Max.Y; y++ { | |
for x := bounds.Min.X; x < bounds.Max.X; x++ { | |
r, _, _, _ := m.At(x, y).RGBA() | |
color := int(r / 257) | |
curPos := Pos{x, y} | |
// get neighbors in same color | |
neighbors := neighbors(m, x, y, bounds.Max.X, bounds.Max.Y, color) | |
// get min label value from all labelled neighbors | |
minNeighbor, minLabel := min(neighbors) | |
// none of the neighbors has been labelled yet, label this cell | |
if minNeighbor == nil { | |
set.add(curPos, labelCount) | |
labels[x][y] = labelCount | |
// store equivalence relation between current cell and its neighbors | |
// notice: the neighbors don't necessarily have the same label as the current cell, | |
// but they do have the same _color_ as the current cell | |
for neighPos, neighLabel := range neighbors { | |
set.add(neighPos, neighLabel) | |
set.union(curPos, labelCount, neighPos, neighLabel) | |
} | |
labelCount++ | |
continue | |
} | |
set.add(curPos, minLabel) | |
// store equivalence relation between current cell and its neighbors | |
// notice: the neighbors don't necessarily have the same label as the current cell, | |
// but they do have the same _color_ as the current cell | |
for neighPos, neighLabel := range neighbors { | |
set.add(neighPos, neighLabel) | |
set.union(curPos, minLabel, neighPos, neighLabel) | |
} | |
// @TODO define more invariant asserts? | |
// find the parent of the set the min neighbor belongs to | |
parentPos := set.find(*minNeighbor) | |
set.union(curPos, minLabel, parentPos, minLabel) | |
labels[x][y] = set.labels[parentPos] | |
// sanity check | |
r2, _, _, _ := m.At(parentPos.x, parentPos.y).RGBA() | |
color2 := int(r2 / 257) | |
if color != color2 { | |
println("FAIL at", x, y, "parent is supposed to be", parentPos.x, parentPos.y) | |
panic("wtf?") | |
} | |
} | |
} | |
// second pass, assign the cell the min label of the connected component it belongs to | |
for y := bounds.Min.Y; y < bounds.Max.Y; y++ { | |
for x := bounds.Min.X; x < bounds.Max.X; x++ { | |
// @TODO assert parent pos is smaller? | |
parentPos := set.find(Pos{x, y}) | |
labels[x][y] = set.labels[parentPos] | |
} | |
} | |
// dump the results | |
for y := bounds.Min.Y; y < bounds.Max.Y; y++ { | |
for x := bounds.Min.X; x < bounds.Max.X; x++ { | |
cur := labels[x][y] | |
fmt.Printf("\t%d ", cur) | |
} | |
fmt.Println() | |
} | |
} | |
var deltas = []struct { | |
x, y int | |
}{ | |
// 4-connected | |
{0, -1}, // North | |
{0, 1}, // South | |
{1, 0}, // East | |
{-1, 0}, // West | |
// 8-connected | |
{-1, -1}, // North-West | |
{1, -1}, // North-East | |
{-1, 1}, // South-West | |
{1, -1}, // South-East | |
} | |
// neighbors in same color | |
func neighbors(img image.Image, x, y, width, height, color int) map[Pos]int { | |
tmp := make(map[Pos]int) | |
for _, d := range deltas { | |
dx := x + d.x | |
dy := y + d.y | |
if dx < 0 || dy < 0 || dx >= width || dy >= height { | |
continue | |
} | |
r, _, _, _ := img.At(dx, dy).RGBA() | |
curColor := int(r / 257) | |
if curColor != color { | |
continue | |
} | |
if labels[dx][dy] != 0 { | |
tmp[Pos{dx, dy}] = labels[dx][dy] | |
} | |
} | |
return tmp | |
} | |
// find the first one that is not 0 | |
func min(neighbors map[Pos]int) (*Pos, int) { | |
var min = 0 | |
var p *Pos | |
for neigh, label := range neighbors { | |
if min == 0 && label != 0 { | |
min = label | |
p = &neigh | |
continue | |
} | |
if label == 0 { | |
continue | |
} | |
if label < min { | |
min = label | |
p = &neigh | |
} | |
} | |
return p, min | |
} |
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