blob: ab65e34a5da0fd17026d985208b9f6bf6a352a11 [file] [log] [blame]
Parker Schuh6691f192017-01-14 17:01:02 -08001#include "aos/vision/blob/find_blob.h"
2
3#include "aos/vision/blob/disjoint_set.h"
4
5namespace aos {
6namespace vision {
7
8struct BlobBuilder {
9 BlobBuilder(int i) : min_y(i) {}
10 void Add(int i, ImageRange rng) {
11 while (static_cast<int>(ranges.size()) <= i - min_y) {
12 ranges.emplace_back();
13 }
14 ranges[i - min_y].push_back(rng);
15 }
16
17 void Merge(const BlobBuilder &o) {
18 // Always will be positive because of std::swap below in
19 // MergeInBlob maintains y order.
20 int diff = o.min_y - min_y;
21 for (int j = 0; j < static_cast<int>(o.ranges.size()); j++) {
22 int i = j + diff;
23 while (static_cast<int>(ranges.size()) <= i) {
24 ranges.emplace_back();
25 }
26
27 std::vector<ImageRange> cur = ranges[i];
28 std::vector<ImageRange> prev = o.ranges[j];
29
30 // Merge sort of cur and prev.
31 ranges[i].clear();
32 int a = 0;
33 int b = 0;
34 while (a < static_cast<int>(cur.size()) &&
35 b < static_cast<int>(prev.size())) {
36 if (cur[a].st < prev[b].st) {
37 ranges[i].push_back(cur[a++]);
38 } else {
39 ranges[i].push_back(prev[b++]);
40 }
41 }
42 while (a < static_cast<int>(cur.size())) {
43 ranges[i].push_back(cur[a++]);
44 }
45 while (b < static_cast<int>(prev.size())) {
46 ranges[i].push_back(prev[b++]);
47 }
48 }
49 }
50 std::vector<std::vector<ImageRange>> ranges;
51 int min_y;
52};
53
54// Uses disjoint set class to track range images.
Parker Schuh0ff777c2017-02-19 15:01:13 -080055// Joins in the disjoint set are done at the same time as joins in the
Parker Schuh6691f192017-01-14 17:01:02 -080056// range image.
57class BlobDisjointSet {
58 public:
59 int AddToBlob(int bid, int i, ImageRange img) {
60 bid = disjoint_set.Find(bid);
61 items[bid].Add(i, img);
62 return bid;
63 }
64 int AddBlob(int i, ImageRange img) {
65 int bid = disjoint_set.Add();
66 items.emplace_back(i);
67 items[bid].Add(i, img);
68 return bid;
69 }
70 void MergeInBlob(int cbid, int pbid) {
71 cbid = disjoint_set.Find(cbid);
72 pbid = disjoint_set.Find(pbid);
73 if (cbid != pbid) {
74 if (items[cbid].min_y > items[pbid].min_y) {
75 std::swap(cbid, pbid);
76 }
77 items[cbid].Merge(items[pbid]);
78 disjoint_set.ExplicitUnion(pbid, cbid);
79 }
80 }
81 BlobList MoveBlobs() {
82 std::vector<RangeImage> blobs;
83 for (int i = 0; i < static_cast<int>(items.size()); i++) {
84 if (disjoint_set.IsRoot(i)) {
85 blobs.emplace_back(items[i].min_y, std::move(items[i].ranges));
86 }
87 }
88 return blobs;
89 }
90
91 private:
92 DisjointSet disjoint_set;
93 std::vector<BlobBuilder> items;
94};
95
Brian Silvermanb27e6b72019-03-10 16:17:42 -070096BlobList FindBlobs(const RangeImage &input_image) {
Parker Schuh6691f192017-01-14 17:01:02 -080097 BlobDisjointSet blob_set;
Brian Silvermanb27e6b72019-03-10 16:17:42 -070098 std::vector<int> previous_ids;
99 std::vector<int> current_ids;
100 for (ImageRange input_range : input_image.ranges()[0]) {
101 previous_ids.push_back(blob_set.AddBlob(0, input_range));
Parker Schuh6691f192017-01-14 17:01:02 -0800102 }
103
Brian Silvermanb27e6b72019-03-10 16:17:42 -0700104 for (int input_row = 1; input_row < input_image.size(); input_row++) {
105 // The index of previous_ranges we're currently considering.
106 int previous_location = 0;
107 // The index of current_ranges we're currently considering.
108 int current_location = 0;
109 const std::vector<ImageRange> &previous_ranges =
110 input_image.ranges()[input_row - 1];
111 const std::vector<ImageRange> &current_ranges =
112 input_image.ranges()[input_row];
113 current_ids.clear();
Parker Schuh6691f192017-01-14 17:01:02 -0800114
Brian Silvermanb27e6b72019-03-10 16:17:42 -0700115 while (previous_location < static_cast<int>(previous_ranges.size()) &&
116 current_location < static_cast<int>(current_ranges.size())) {
117 const ImageRange previous_range = previous_ranges[previous_location];
118 const ImageRange current_range = current_ranges[current_location];
119 if (current_range.last() < previous_range.st) {
120 // If current_range ends before previous_range starts, then they don't
121 // overlap, so we might want to add current_range to a separate blob.
122 if (static_cast<int>(current_ids.size()) == current_location) {
123 // We only want to add it if we haven't already added this
124 // current_range to a blob.
125 current_ids.push_back(blob_set.AddBlob(input_row, current_range));
Parker Schuh6691f192017-01-14 17:01:02 -0800126 }
Brian Silvermanb27e6b72019-03-10 16:17:42 -0700127 current_location++;
128 } else if (previous_range.last() < current_range.st) {
129 // If previous_range ends before current_range starts, then they don't
130 // overlap. Definitely nothing to merge before current_range in the
131 // current row.
132 previous_location++;
Parker Schuh6691f192017-01-14 17:01:02 -0800133 } else {
Brian Silvermanb27e6b72019-03-10 16:17:42 -0700134 if (static_cast<int>(current_ids.size()) > current_location) {
135 // If we've already added current_range, and they still overlap, then
136 // we should merge the blobs.
137 blob_set.MergeInBlob(current_ids[current_location],
138 previous_ids[previous_location]);
Parker Schuh6691f192017-01-14 17:01:02 -0800139 } else {
Brian Silvermanb27e6b72019-03-10 16:17:42 -0700140 // If we haven't yet added current_range to a blob, then do that now.
141 current_ids.push_back(
142 blob_set.AddToBlob(previous_ids[previous_location], input_row,
143 current_ranges[current_location]));
Parker Schuh6691f192017-01-14 17:01:02 -0800144 }
Brian Silvermanb27e6b72019-03-10 16:17:42 -0700145 // Increment the furthest-left-ending range in either row. The
146 // further-right-ending one might merge with the next one in the other
147 // row, so we need to look at it again next iteration.
148 if (current_range.last() < previous_range.last()) {
149 current_location++;
Parker Schuh6691f192017-01-14 17:01:02 -0800150 } else {
Brian Silvermanb27e6b72019-03-10 16:17:42 -0700151 previous_location++;
Parker Schuh6691f192017-01-14 17:01:02 -0800152 }
153 }
154 }
Brian Silvermanb27e6b72019-03-10 16:17:42 -0700155 // Finish processing the current row. This is sometimes necessary if the
156 // previous row was fully processed first.
157 //
158 // Note that we don't care if the previous row didn't get fully iterated
159 // over.
160 while (current_location < static_cast<int>(current_ranges.size())) {
161 if (static_cast<int>(current_ids.size()) == current_location) {
162 // We only want to add it if we haven't already added this range to a
163 // blob.
164 current_ids.push_back(
165 blob_set.AddBlob(input_row, current_ranges[current_location]));
Parker Schuh6691f192017-01-14 17:01:02 -0800166 }
Brian Silvermanb27e6b72019-03-10 16:17:42 -0700167 current_location++;
Parker Schuh6691f192017-01-14 17:01:02 -0800168 }
Brian Silvermanb27e6b72019-03-10 16:17:42 -0700169
170 // Update previous_ids for the next iteration.
171 std::swap(previous_ids, current_ids);
Parker Schuh6691f192017-01-14 17:01:02 -0800172 }
173 return blob_set.MoveBlobs();
174}
175
176} // namespace vision
177} // namespace aos