-
Notifications
You must be signed in to change notification settings - Fork 371
Expand file tree
/
Copy pathalignment.h
More file actions
366 lines (297 loc) · 11.8 KB
/
alignment.h
File metadata and controls
366 lines (297 loc) · 11.8 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
#pragma once
#include "stdafx.h"
#include "processedFile.h"
#include "planeExtract.h"
class Alignment {
public:
static MeshDataf makeNormalMesh(const vec3f& p0, const vec3f& p1, const vec4f& color = vec4f(0.8f, 0.2f, 0.2f, 1.0f))
{
TriMeshf normalMesh0 = Shapesf::sphere(0.05f, p0, 10, 10, color);
TriMeshf normalMesh1 = Shapesf::cylinder(p0, p1, 0.025f, 10, 10, color);
MeshDataf nMesh = normalMesh0.computeMeshData();
nMesh.merge(normalMesh1.computeMeshData());
return nMesh;
}
static vec3f upVectorFromViews(const SensorData& sd) {
vec3f v(0.0f, 0.0f, 0.0f);
for (size_t i = 0; i < sd.m_frames.size(); i++) {
const mat4f& t = sd.m_frames[i].getCameraToWorld();
if (sd.m_frames[i].getCameraToWorld()(0, 0) == -std::numeric_limits<float>::infinity()) continue;
const vec3f cameraUp(0.0f, -1.0f, 0.0f);
const vec3f worldUp = (t.getRotation() * cameraUp).getNormalized();
v += worldUp;
}
v /= (float)sd.m_frames.size();
return v.getNormalized();
}
static bool hasAccel(const SensorData& sd, unsigned int numThresh = 10) {
unsigned int numValidAccel = 0;
for (const SensorData::IMUFrame& f : sd.m_IMUFrames) {
if (f.acceleration != vec3d(0.0)) numValidAccel++;
}
if (numValidAccel > numThresh) return true;
else return false;
}
static vec3f upVectorFromAccel(const SensorData& sd)
{
if (sd.m_IMUFrames.size() == 0) throw MLIB_EXCEPTION("no imu data found");
vec3f v(0.0f, 0.0f, 0.0f);
for (size_t i = 0; i < sd.m_frames.size(); i++) {
const SensorData::IMUFrame& f = sd.findClosestIMUFrame(i);
if (sd.m_frames[i].getCameraToWorld()(0, 0) == -std::numeric_limits<float>::infinity()) continue;
if (f.acceleration == vec3d::origin) {
std::cout << "invalid IMU acceleration data entry at " << i << "-th frame" << std::endl;
continue;
}
vec3f cameraUp = -vec3f((float)f.acceleration.x, (float)f.acceleration.y, (float)f.acceleration.z).getNormalized();
const mat4f& t = sd.m_frames[i].getCameraToWorld();
const vec3f worldUp = (t.getRotation() * cameraUp).getNormalized();
v += worldUp;
}
return v.getNormalized();
}
static bool hasGravity(const SensorData& sd, unsigned int numThresh = 10)
{
unsigned int numValidGravity = 0;
for (const SensorData::IMUFrame& f : sd.m_IMUFrames) {
if (f.gravity != vec3d(0.0)) numValidGravity++;
}
if (numValidGravity > numThresh) return true;
else return false;
}
static vec3f upVectorFromGravity(const SensorData& sd)
{
if (sd.m_IMUFrames.size() == 0) throw MLIB_EXCEPTION("no imu data found");
vec3f v(0.0f, 0.0f, 0.0f);
for (size_t i = 0; i < sd.m_frames.size(); i++) {
const SensorData::IMUFrame& f = sd.findClosestIMUFrame(i);
if (sd.m_frames[i].getCameraToWorld()(0, 0) == -std::numeric_limits<float>::infinity()) continue;
if (f.gravity == vec3d::origin) {
std::cout << "invalid IMU gravity data entry at " << i << "-th frame" << std::endl;
continue;
}
vec3f cameraUp = vec3f((float)f.gravity.x, (float)f.gravity.y, (float)f.gravity.z).getNormalized();
cameraUp = vec3f(cameraUp.y, cameraUp.x, cameraUp.z);
const mat4f& t = sd.m_frames[i].getCameraToWorld();
const vec3f worldUp = (t.getRotation() * cameraUp).getNormalized();
v += worldUp;
}
v /= (float)sd.m_frames.size();
return v.getNormalized();
}
static void writeTrajectoryFile(const std::string& outFile, const SensorData& sd) {
std::vector<mat4f> trajecotry;
for (size_t i = 0; i < sd.m_frames.size(); i++) {
trajecotry.push_back(sd.m_frames[i].getCameraToWorld());
}
BinaryDataStreamFile outStream(outFile, true);
outStream << trajecotry;
outStream.close();
}
static std::vector<mat4f> readTrajectoryFile(const std::string& inFile) {
BinaryDataStreamFile in(inFile, false);
std::vector<mat4f> trajectory;
in >> trajectory;
return trajectory;
}
static void removeInvalidIMUFrames(SensorData& sd) {
const bool checkTimeStamp = true; //at the moment only remove invalid time frames
const bool checkGravity = false;
const bool checkAccel = false;
unsigned int removedInvalidFrames = 0;
for (std::vector<SensorData::IMUFrame>::iterator iter = sd.m_IMUFrames.begin(); iter != sd.m_IMUFrames.end();) {
bool rem = false;
if (checkTimeStamp && iter->timeStamp == 0) rem = true;
if (checkGravity && iter->gravity == vec3d::origin) rem = true;
if (checkAccel && iter->gravity == vec3d::origin) rem = true;
if (rem == true) {
iter = sd.m_IMUFrames.erase(iter);
removedInvalidFrames++;
}
else {
iter++;
}
}
if (removedInvalidFrames > 0) {
std::cout << "removed " << removedInvalidFrames << " invalid IMUFrames" << std::endl;
}
}
static void alignScan(const std::string& path, bool forceRealign = false) {
const std::string processedFile(path + "/" + "processed.txt");
if (!util::fileExists(processedFile)) {
std::cout << "no reconstruction available for " << path << "\n\t -> skipping folder" << std::endl;
return;
}
ParameterFile parameterFile(processedFile);
ProcessedFile pf; pf.readMembers(parameterFile);
if (!pf.valid) {
std::cout << "reconstruction was invalid for " << path << "\n\t -> skipping folder" << std::endl;
return;
}
if (pf.aligned && !forceRealign) {
std::cout << "reconstruction is already aligned " << path << "\n\t -> skipping folder" << std::endl;
return;
}
Directory dir(path);
const std::vector<std::string> tmp = ml::util::split(util::replace(path, "\\", "/"), "/"); //we assume forward slashes
const std::string base = tmp.back();
const std::string baseFile = path + "/" + base;
const std::string sensFile = path + "/" + base + ".sens";
const std::string plyFile = path + "/" + base + ".ply";
const std::string trajFile = util::replace(sensFile, ".sens", ".traj");
mat4f transform = mat4f::identity();
SensorData sd(sensFile);
removeInvalidIMUFrames(sd);
if (sd.m_frames.size() == 0) throw MLIB_EXCEPTION("no frames found in the sensor file");
if (sd.m_frames[0].getCameraToWorld() != mat4f::identity()) {
std::cout << "already found a previous alignment -> reverting to original" << std::endl;
if (sd.m_frames[0].getCameraToWorld()(0, 0) == -std::numeric_limits<float>::infinity()) {
std::cout << "error can't revert due to an invalid transform in the first frame" << std::endl;
std::cout << "\tskipping folder " << std::endl;
return;
}
mat4f inverse = sd.m_frames[0].getCameraToWorld().getInverse();
sd.applyTransform(inverse);
//if we have a multiple ply files (e.g., if VH was already run):
Directory dir(path);
std::vector<std::string> plyFiles = dir.getFilesWithSuffix(".ply");
for (const std::string& plyFile : plyFiles) {
MeshDataf md = MeshIOf::loadFromFile(dir.getPath() + "/" + plyFile);
md.applyTransform(inverse);
MeshIOf::saveToFile(dir.getPath() + "/" + plyFile, md);
}
}
MeshDataf md = MeshIOf::loadFromFile(plyFile);
md.mergeCloseVertices(0.0005f, true);
md.removeIsolatedPieces(5000);
//compute approx up vector from camera views or gravity (if available)
if (true) {
vec3f upEstimateView = upVectorFromViews(sd);
vec3f upEstimate = upEstimateView;
if (hasGravity(sd)) { //try to use gravity if possible
vec3f upEstimateGrav = upVectorFromGravity(sd);
upEstimate = upEstimateGrav;
}
vec3f x = upEstimate ^ vec3f(upEstimate.y, -upEstimate.z, upEstimate.x); x.normalize();
vec3f y = upEstimate ^ x; y.normalize();
vec3f z = upEstimate;
mat4f mat = mat4f(x, y, z);
md.applyTransform(mat);
transform = mat * transform;
}
md.computeVertexNormals();
//attempting to find a ground plane (and align to it)
if (true) {
PlaneExtract pe(md);
pe.cluster();
pe.removeSmallClusters();
pe.removeNonBoundingClusters(0.1f, 100); //the
const auto& clusters = pe.getClusters();
bool foundHorizontalPlane = false;
const size_t maxClusters = clusters.size();
size_t i = 0;
for (const Cluster& c : clusters) {
if ((c.m_rep.plane.getNormal() | vec3f(0.0f, 0.0f, 1.0f)) > 0.8f) {
mat4f mat = c.reComputeNormalAlignment();
md.applyTransform(mat);
transform = mat * transform;
foundHorizontalPlane = true;
break;
}
i++;
if (i >= maxClusters) break;
}
if (!foundHorizontalPlane) std::cout << "could not find a horizontal plane" << std::endl;
//final alignment with xy plane (translation)
if (true) {
BoundingBox3f bb = md.computeBoundingBox();
mat4f mat = mat4f::translation(-bb.getMinZ());
transform = mat * transform;
md.applyTransform(mat);
bb = md.computeBoundingBox();
mat = mat4f::translation(-vec3f(bb.getCenter().x, bb.getCenter().y, 0.0f));
md.applyTransform(mat);
transform = mat * transform;
}
//attempting to find a vertical plane to align with the x and y axis
if (true) {
if (true) {
//first find the bounding box using cgal
OrientedBoundingBox3f obb = CGALWrapperf::computeOrientedBoundingBox(md.m_Vertices, CGALWrapperf::CONSTRAIN_Z);
mat4f mat = mat4f(obb.getAxisX().getNormalized(), obb.getAxisY().getNormalized(), obb.getAxisZ().getNormalized());
md.applyTransform(mat);
transform = mat * transform;
}
//make sure x and y are in the positive quadrant
if (true) {
BoundingBox3f bb = md.computeBoundingBox();
mat4f mat = mat4f::translation(-vec3f(bb.getMin().x, bb.getMin().y, 0.0f));
md.applyTransform(mat);
transform = mat * transform;
}
}
}
md.m_Normals.clear();
{
//if we have a multiple ply files (e.g., if VH was already run):
Directory dir(path);
std::vector<std::string> plyFiles = dir.getFilesWithSuffix(".ply");
for (const std::string& plyFile : plyFiles) {
MeshDataf mesh = MeshIOf::loadFromFile(dir.getPath() + "/" + plyFile);
mesh.applyTransform(transform);
MeshIOf::saveToFile(dir.getPath() + "/" + plyFile, mesh);
}
sd.applyTransform(transform);
sd.saveToFile(sensFile);
pf.aligned = true; //it's now aligned
pf.saveToFile(processedFile);
}
}
static mat4f readTransformFromAln(const std::string& filename)
{
std::ifstream s(filename);
if (!s.is_open()) throw MLIB_EXCEPTION("failed to open file " + filename + " for read");
std::string tmp;
std::getline(s, tmp); std::getline(s, tmp); std::getline(s, tmp);//ignore header lines
mat4f m;
for (unsigned int i = 0; i < 16; i++) s >> m[i];
s.close();
return m;
}
static void alignScanFromAlnFile(const std::string& path) {
const std::string processedFile(path + "/" + "processed.txt");
if (!util::fileExists(processedFile)) {
std::cout << "no reconstruction available for " << path << "\n\t -> skipping folder" << std::endl;
return;
}
ParameterFile parameterFile(processedFile);
ProcessedFile pf; pf.readMembers(parameterFile);
if (!pf.valid) {
std::cout << "reconstruction was invalid for " << path << "\n\t -> skipping folder" << std::endl;
return;
}
Directory dir(path);
const std::vector<std::string> tmp = ml::util::split(util::replace(path, "\\", "/"), "/"); //we assume forward slashes
const std::string base = tmp.back();
const std::string baseFile = path + "/" + base;
const std::string alnFile = path + "/alignment.aln";
const std::string sensFile = path + "/" + base + ".sens";
std::vector<std::string> plyFiles = dir.getFilesWithSuffix(".ply");
const mat4f transform = readTransformFromAln(alnFile);
SensorData sd(sensFile);
if (sd.m_frames.size() == 0) throw MLIB_EXCEPTION("no frames found in the sensor file");
sd.applyTransform(transform);
{ //save out transformed
for (const std::string& plyFile : plyFiles) {
MeshDataf mesh = MeshIOf::loadFromFile(dir.getPath() + "/" + plyFile);
mesh.applyTransform(transform);
MeshIOf::saveToFile(dir.getPath() + "/" + plyFile, mesh);
}
sd.applyTransform(transform);
sd.saveToFile(sensFile);
pf.aligned = true; //it's now aligned
pf.saveToFile(processedFile);
}
}
private:
};