algoLib/sourceCode/sieveNodeDetection.cpp

336 lines
9.7 KiB
C++
Raw Normal View History

2025-06-08 10:46:41 +08:00
#include <vector>
#include "SG_baseDataType.h"
#include "SG_baseAlgo_Export.h"
#include "SG_sieveNodeDetection_Export.h"
#include <opencv2/opencv.hpp>
#include <limits>
void sg_lineDataR(SVzNL3DLaserLine* a_line,
const double* camPoseR,
double groundH)
{
lineDataRT(a_line, camPoseR, groundH);
}
#if 0
2025-06-08 10:46:41 +08:00
//ɨ<><C9A8><EFBFBD>ߴ<EFBFBD><DFB4><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>д<EFBFBD>ֱ<EFBFBD><D6B1><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ȡ<EFBFBD><C8A1><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
void sg_sieveNodeDetection_lineProc(
SVzNL3DLaserLine* a_line,
int lineIdx,
int* errCode,
std::vector<std::vector< SSG_featureSemiCircle>>& all_vLineFeatures,
std::vector<std::vector<int>>& noisePts,
const SSG_sieveNodeDetectionParam sieveDetectParam)
{
std::vector< SSG_featureSemiCircle> a_line_features;
//<2F>˲<EFBFBD><CBB2><EFBFBD><EFBFBD>˳<EFBFBD><CBB3><EFBFBD><ECB3A3>
std::vector<SVzNL3DPosition> filterData;
std::vector<int> lineNoisePts;
sg_lineDataRemoveOutlier(a_line->p3DPosition, a_line->nPositionCnt, sieveDetectParam.filterParam, filterData, lineNoisePts);
noisePts.push_back(lineNoisePts);
sg_getLineUpperSemiCircleFeature(
filterData.data(),
filterData.size(),
lineIdx,
sieveDetectParam.sieveDiameter,
sieveDetectParam.slopeParam,
a_line_features);
all_vLineFeatures.push_back(a_line_features); //<2F><><EFBFBD><EFBFBD>Ҳ<EFBFBD><D2B2><EFBFBD><EFBFBD><EBA3AC>֤<EFBFBD>ܰ<EFBFBD><DCB0>к<EFBFBD><D0BA><EFBFBD><EFBFBD><EFBFBD>
return;
}
#endif
2025-06-08 10:46:41 +08:00
int _checkFeatureSplit(
SSG_featureSemiCircle& a_feaurue,
std::vector< SSG_featureSemiCircle>& chk_line_feature,
double splitMinDist,
2025-06-08 10:46:41 +08:00
double splitMaxDist) //<2F>ڴ˾<DAB4><CBBE><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>Ч<EFBFBD>ֲ<EFBFBD>
{
int split = -1;
for (int i = 0, i_max = chk_line_feature.size(); i < i_max; i++)
{
if (i < i_max - 1)
{
if ((chk_line_feature[i].midPt.y < a_feaurue.midPt.y) && (chk_line_feature[i + 1].midPt.y > a_feaurue.midPt.y))
2025-06-08 10:46:41 +08:00
{
double dist_1 = abs(chk_line_feature[i].midPt.y - a_feaurue.midPt.y);
double dist_2 = abs(chk_line_feature[i+1].midPt.y - a_feaurue.midPt.y);
if ((dist_1 > splitMinDist) && (dist_1 < splitMaxDist) && (dist_2 > splitMinDist)&& (dist_2 < splitMaxDist))
2025-06-08 10:46:41 +08:00
{
split = i;
break;
}
}
}
}
return split;
}
bool compareByWidth(const SSG_featureSemiCircle& a, const SSG_featureSemiCircle& b) {
return a.width < b.width;
}
SVzNL3DPoint _getMeanPt(
std::vector<SSG_featureSemiCircle>& nodes,
SVzNL3DLaserLine* laser3DPoints)
{
int nodeSize = nodes.size();
int num = 0;
SVzNL3DPoint meanPt = { 0.0,0.0,0.0 };
for (int i = 0; i < nodeSize; i++)
{
SSG_featureSemiCircle& a_node = nodes[i];
int lineIdx = a_node.lineIdx;
for (int j = a_node.startPtIdx; j <= a_node.endPtIdx; j++)
{
if (laser3DPoints[lineIdx].p3DPosition[j].pt3D.z > 1e-4)
{
num++;
meanPt.x += laser3DPoints[lineIdx].p3DPosition[j].pt3D.x;
meanPt.y += laser3DPoints[lineIdx].p3DPosition[j].pt3D.y;
meanPt.z += laser3DPoints[lineIdx].p3DPosition[j].pt3D.z;
}
}
}
if (num > 0)
{
meanPt.x = meanPt.x / num;
meanPt.y = meanPt.y / num;
meanPt.z = meanPt.z / num;
}
return meanPt;
}
SVzNL2DPoint _getNearestScanPt(
std::vector<SSG_featureSemiCircle>& nodes,
SVzNL3DLaserLine* laser3DPoints,
SVzNL3DPoint objPt)
{
int nodeSize = nodes.size();
SVzNL2DPoint bestPos = { -1, -1 };
double minDist = -1;
for (int i = 0; i < nodeSize; i++)
{
SSG_featureSemiCircle& a_node = nodes[i];
int lineIdx = a_node.lineIdx;
for (int j = a_node.startPtIdx; j <= a_node.endPtIdx; j++)
{
if (laser3DPoints[lineIdx].p3DPosition[j].pt3D.z > 1e-4)
{
SVzNL3DPoint& a_pt = laser3DPoints[lineIdx].p3DPosition[j].pt3D;
double dist = sqrt(pow(a_pt.x - objPt.x, 2) + pow(a_pt.y - objPt.y, 2));
if (minDist < 0)
{
minDist = dist;
bestPos = { a_node.lineIdx, j };
}
else
{
if (minDist > dist)
{
minDist = dist;
bestPos = { a_node.lineIdx, j };
}
}
}
}
}
return bestPos;
}
2025-06-08 10:46:41 +08:00
void sg_getSieveNodes(
SVzNL3DLaserLine* laser3DPoints,
int lineNum,
const SSG_sieveNodeDetectionParam sieveDetectParam,
std::vector<SVzNL3DPoint>& nodePos)
{
const int hole_max_ptSize = 20;
2025-06-08 10:46:41 +08:00
int errCode = 0;
for (int i = 0; i < lineNum; i++)
{
if (i == 19)
int kkk = 1;
sg_lineDataRemoveOutlier_changeOriginData(
laser3DPoints[i].p3DPosition,
laser3DPoints[i].nPositionCnt,
sieveDetectParam.filterParam);
2025-06-08 10:46:41 +08:00
//<2F><>nPointIdxת<78><D7AA>ʹ<EFBFBD><CAB9>ǰ<EFBFBD><C7B0><EFBFBD><EFBFBD>
for (int j = 0; j < laser3DPoints[i].nPositionCnt; j++)
laser3DPoints[i].p3DPosition[j].nPointIdx = 0;
}
//<2F>׶<EFBFBD><D7B6><EFBFBD><EFBFBD><EFBFBD><E2A3AC>С<EFBFBD>Ŀ׶<C4BF><D7B6><EFBFBD>Ҫ<EFBFBD>ϲ<EFBFBD>
int maskY = laser3DPoints[0].nPositionCnt;
int maskX = lineNum;
//<2F><><EFBFBD>ɿ׶<C9BF><D7B6><EFBFBD>עMask<73><6B><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ŀ<EFBFBD><C4BF><EFBFBD><EFBFBD>ע
cv::Mat bwImg = cv::Mat::zeros(maskY, maskX, CV_8UC1);//rows, cols
for (int i = 0; i < lineNum; i++)
{
for (int j = 0; j < laser3DPoints[i].nPositionCnt; j++)
{
if(laser3DPoints[i].p3DPosition[j].pt3D.z < 1e-4)
bwImg.at<uchar>(j, i) = 1;
}
}
//<2F>׶<EFBFBD>Ŀ<EFBFBD><C4BF><EFBFBD><EFBFBD>ע
cv::Mat labImg;
std::vector<SSG_Region> labelRgns;
SG_TwoPassLabel(bwImg, labImg, labelRgns, 8);
//<2F><><EFBFBD>׶<EFBFBD>Ŀ<EFBFBD><C4BF><EFBFBD><EFBFBD><EFBFBD>б<EFBFBD>ʶ
cv::Mat holeMask = cv::Mat::zeros(maskY, maskX, CV_32SC1);//rows, cols
for (int i = 0, i_max = labelRgns.size(); i < i_max; i++)
{
int rgnID = labelRgns[i].labelID;
if (labelRgns[i].ptCounter < hole_max_ptSize) //<2F>׶<EFBFBD>
{
for (int m = labelRgns[i].roi.left; m <= labelRgns[i].roi.right; m++)
{
for (int n = labelRgns[i].roi.top; n <= labelRgns[i].roi.bottom; n++)
{
if (rgnID == labImg.at<int>(n, m))
holeMask.at<int>(n, m) = rgnID;
}
}
}
}
#if _OUTPUT_LINE_PROC_RESULT
cv::Mat holeMaskImage;
cv::normalize(holeMask, holeMaskImage, 0, 255, cv::NORM_MINMAX, CV_8U);
cv::imwrite("holeMask.png", holeMaskImage);
#endif
std::vector<std::vector< SSG_featureSemiCircle>> all_vLineFeatures;
for (int i = 0; i < lineNum; i++)
{
std::vector< SSG_featureSemiCircle> a_line_features;
sg_getLineUpperSemiCircleFeature(
laser3DPoints[i].p3DPosition,
laser3DPoints[i].nPositionCnt,
2025-06-08 10:46:41 +08:00
i,
sieveDetectParam.sieveDiameter,
sieveDetectParam.slopeParam,
a_line_features,
holeMask);
//<2F><>nPointIdxת<78><D7AA>ʹ<EFBFBD><CAB9>ǰ<EFBFBD><C7B0><EFBFBD><EFBFBD>
for (int j = 0; j < laser3DPoints[i].nPositionCnt; j++)
laser3DPoints[i].p3DPosition[j].nPointIdx = 0;
all_vLineFeatures.push_back(a_line_features); //<2F><><EFBFBD><EFBFBD>Ҳ<EFBFBD><D2B2><EFBFBD><EFBFBD><EBA3AC>֤<EFBFBD>ܰ<EFBFBD><DCB0>к<EFBFBD><D0BA><EFBFBD><EFBFBD><EFBFBD>
2025-06-08 10:46:41 +08:00
}
//<2F><><EFBFBD><EFBFBD>ɸ<EFBFBD><C9B8><EFBFBD><EFBFBD><EFBFBD>ص<EFBFBD>ȥ<EFBFBD><C8A5><EFBFBD><EFBFBD>Ч<EFBFBD><D0A7>feature<72><65><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>feature<72><65><EFBFBD><EFBFBD>һ<EFBFBD><D2BB>ɨ<EFBFBD><C9A8><EFBFBD>߱<EFBFBD><DFB1>ϲ<EFBFBD><CFB2><EFBFBD>һ<EFBFBD><D2BB>featureʱ<65><CAB1>˵<EFBFBD><CBB5><EFBFBD><EFBFBD>һ<EFBFBD><D2BB>ɨ<EFBFBD><C9A8><EFBFBD>ߵ<EFBFBD><DFB5><EFBFBD><EFBFBD><EFBFBD>feature<72><65><EFBFBD><EFBFBD>Чfeature<72><65><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ڵ<EFBFBD>feature<72><65>Ϊ<EFBFBD><CEAA>Чfeature
for (int i = 0; i < lineNum; i++)
{
//<2F><>ǰһ<C7B0><D2BB>ɨ<EFBFBD><C9A8><EFBFBD>߱Ƚ<DFB1><>ҿ<EFBFBD>ʼ
std::vector< SSG_featureSemiCircle>& line_features = all_vLineFeatures[i];
if (i > 0)
{
std::vector< SSG_featureSemiCircle>& pre_line_features = all_vLineFeatures[i-1];
for (int j = 0, j_max = line_features.size(); j < j_max; j++)
{
int split = _checkFeatureSplit(line_features[j], pre_line_features, sieveDetectParam.sieveDiameter/2, sieveDetectParam.sieveHoleSize);
2025-06-08 10:46:41 +08:00
if (split >= 0)
{
pre_line_features[split].flag = FEATURE_FLAG_INVLD_END;
pre_line_features[split + 1].flag = FEATURE_FLAG_INVLD_END;
line_features[j].flag = FEATURE_FLAG_VALID_START;
}
}
}
//<2F><><EFBFBD><EFBFBD>һ<EFBFBD><D2BB>ɨ<EFBFBD><C9A8><EFBFBD>߱Ƚ<DFB1><>ҽ<EFBFBD><D2BD><EFBFBD>
if (i < lineNum - 1)
{
std::vector< SSG_featureSemiCircle>& post_line_features = all_vLineFeatures[i + 1];
for (int j = 0, j_max = line_features.size(); j < j_max; j++)
{
int split = _checkFeatureSplit(line_features[j], post_line_features, sieveDetectParam.sieveDiameter/2, sieveDetectParam.sieveHoleSize);
2025-06-08 10:46:41 +08:00
if (split >= 0)
{
post_line_features[split].flag = FEATURE_FLAG_INVLD_START;
post_line_features[split + 1].flag = FEATURE_FLAG_INVLD_START;
line_features[j].flag = FEATURE_FLAG_VALID_END;
}
}
}
}
//feature<72><65><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Чfeature<72><65><EFBFBD><EFBFBD>ֹͣ<CDA3><D6B9><EFBFBD><EFBFBD>Ч<EFBFBD><D0A7><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><E3A1A3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ϵ<EFBFBD><CFB5><EFBFBD><EFBFBD><EFBFBD>feature<72><65>Ϊ<EFBFBD><CEAA>Чfeature
std::vector<SSG_semiCircleFeatureTree> trees;
std::vector<SSG_semiCircleFeatureTree> stopTrees; //ֹͣ<CDA3><D6B9><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
std::vector<SSG_semiCircleFeatureTree> invalidTrees; //<2F><><EFBFBD>Ƴ<EFBFBD><C6B3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Щ<EFBFBD><D0A9><EFBFBD><EFBFBD><EFBFBD>ܽ<EFBFBD>Ŀ<EFBFBD><C4BF><EFBFBD>ֳɶ<D6B3><C9B6><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ӷ<EFBFBD><D3B6><EFBFBD><EFBFBD>Ƴ<EFBFBD><C6B3><EFBFBD><EFBFBD><EFBFBD>Ҫ<EFBFBD><D2AA><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
for (int i = 0; i < lineNum; i++)
{
//<2F><>ǰһ<C7B0><D2BB>ɨ<EFBFBD><C9A8><EFBFBD>߱Ƚ<DFB1><>ҿ<EFBFBD>ʼ
std::vector< SSG_featureSemiCircle>& line_features = all_vLineFeatures[i];
sg_getFeatureGrowingTrees_semiCircle(
line_features,
i,
lineNum,
trees,
stopTrees,
invalidTrees,
sieveDetectParam.growParam);
}
//<2F><>ȷȷ<C8B7><C8B7><EFBFBD><EFBFBD><EFBFBD>ӵ<EFBFBD>
for (int i = 0, i_max = stopTrees.size(); i < i_max; i++)
{
//<2F><><EFBFBD>Ӷ<EFBFBD>ΪΪ<CEAA><CEAA><EFBFBD>е<EFBFBD><D0B5>ģ<EFBFBD>x,y,z)<29><>ƽ<EFBFBD><C6BD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ģ<EFBFBD><C4A3><EFBFBD>
SSG_semiCircleFeatureTree& a_tree = stopTrees[i];
a_tree.centerPt = _getMeanPt(a_tree.treeNodes, laser3DPoints);
a_tree.centerPos = _getNearestScanPt(a_tree.treeNodes, laser3DPoints, a_tree.centerPt);
//<2F>жϺ<D0B6><CFBA><EFBFBD><EFBFBD>Ƿ񱻺<C7B7><F1B1BBBA>ӹ<EFBFBD><D3B9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>м<EFBFBD><D0BC><EFBFBD><EFBFBD>ĸ߶<C4B8><DFB6><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ߵ<EFBFBD><DFB5>м<EFBFBD><D0BC>߶ȱȽ<C8B1>
2025-06-08 10:46:41 +08:00
}
//<2F><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
// (1)<29><><EFBFBD><EFBFBD>2D<32><44><EFBFBD><EFBFBD>ʵ<EFBFBD><CAB5><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
//<2F><>2<EFBFBD><32><EFBFBD><EFBFBD>
std::vector<std::vector<SSG_semiCircleFeatureTree>> sortedTrees;
for (int i = 0, i_max = stopTrees.size(); i < i_max; i++)
{
//if(stopTrees[i].)
}
//<2F><>©<EFBFBD><C2A9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
//<2F><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
2025-06-08 10:46:41 +08:00
#if _OUTPUT_LINE_PROC_RESULT
//<2F><><EFBFBD><EFBFBD>ɨ<EFBFBD><C9A8><EFBFBD>ߴ<EFBFBD><DFB4><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
for (int i = 0, i_max = stopTrees.size(); i < i_max; i++)
2025-06-08 10:46:41 +08:00
{
std::vector< SSG_featureSemiCircle>& a_tree_features = stopTrees[i].treeNodes;
for (int j = 0, j_max = a_tree_features.size(); j < j_max; j++)
2025-06-08 10:46:41 +08:00
{
SSG_featureSemiCircle& a_feature = a_tree_features[j];
2025-06-08 10:46:41 +08:00
for (int m = a_feature.startPtIdx; m <= a_feature.endPtIdx; m++)
laser3DPoints[a_feature.lineIdx].p3DPosition[m].nPointIdx = 1; //<2F>˴<EFBFBD>nPointIdxת<78><D7AA>
laser3DPoints[a_feature.lineIdx].p3DPosition[a_feature.midPtIdx].nPointIdx = 2;
if(stopTrees[i].treeType == 0)
laser3DPoints[stopTrees[i].centerPos.x].p3DPosition[stopTrees[i].centerPos.y].nPointIdx = 3;
else
laser3DPoints[stopTrees[i].centerPos.x].p3DPosition[stopTrees[i].centerPos.y].nPointIdx = 4;
2025-06-08 10:46:41 +08:00
}
}
#endif
}
//<2F><><EFBFBD><EFBFBD>һ<EFBFBD><D2BB>ƽ<EFBFBD><C6BD><EFBFBD><EFBFBD>ƽ<EFBFBD><C6BD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
//<2F><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ROI<4F><49><EFBFBD>ڵĵ<DAB5><C4B5><EFBFBD><EFBFBD><EFBFBD>ƽ<EFBFBD><C6BD><EFBFBD><EFBFBD><EFBFBD>ϣ<EFBFBD><CFA3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ƽ<EFBFBD><C6BD><EFBFBD><EFBFBD>
//<2F><>ת<EFBFBD><D7AA><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>ƽ<EFBFBD><C6BD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ƽ<EFBFBD><EFBFBD><E6B7A8><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>ֱ<EFBFBD><D6B1><EFBFBD><EFBFBD><EFBFBD>IJ<EFBFBD><C4B2><EFBFBD>
SSG_planeCalibPara sg_getSieveBaseCalibPara(
SVzNL3DLaserLine* laser3DPoints,
int lineNum,
std::vector<SVzNL3DRangeD>& ROIs)
{
return sg_getPlaneCalibPara_ROIs(laser3DPoints, lineNum, ROIs);
}