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夏谷涵/ScanNet

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CameraParameterEstimation-Unix-build
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CameraParameterEstimation-Unix-build
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CameraParameterEstimation-Unix-build
ScanNet
/
Alignment
/
src
/
alignment.h
ScanNet
/
Alignment
/
src
/
alignment.h
alignment.h 11.76 KB
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angeladai authored 2018年11月21日 16:08 +08:00 . add alignment
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#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:
};
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