mirror of
https://github.com/introlab/rtabmap.git
synced 2026-09-03 10:00:23 +08:00
320 lines
13 KiB
C++
320 lines
13 KiB
C++
|
|
#include <gtest/gtest.h>
|
||
|
|
#include <opencv2/core.hpp>
|
||
|
|
#include <opencv2/imgproc.hpp>
|
||
|
|
#if CV_MAJOR_VERSION < 5
|
||
|
|
#include <opencv2/features2d.hpp>
|
||
|
|
#else
|
||
|
|
#include <opencv2/features.hpp>
|
||
|
|
#endif
|
||
|
|
#include "rtabmap/core/Stereo.h"
|
||
|
|
#include "rtabmap/core/Parameters.h"
|
||
|
|
#include "rtabmap/utilite/ULogger.h"
|
||
|
|
#include "rtabmap/utilite/UException.h"
|
||
|
|
#include <memory>
|
||
|
|
#include <vector>
|
||
|
|
|
||
|
|
using namespace rtabmap;
|
||
|
|
|
||
|
|
class StereoTest : public ::testing::Test {
|
||
|
|
protected:
|
||
|
|
void SetUp() override {
|
||
|
|
// Create synthetic stereo images for testing
|
||
|
|
// Generate random pattern for left image
|
||
|
|
int imageWidth = 160;
|
||
|
|
int imageHeight = 120;
|
||
|
|
leftImage_ = cv::Mat(imageHeight, imageWidth, CV_8UC1);
|
||
|
|
cv::randu(leftImage_, cv::Scalar(0), cv::Scalar(256));
|
||
|
|
|
||
|
|
// Shift the entire left image left by shiftPixels_ to create the right image
|
||
|
|
// Right image will have zeros on the right edge where there's no correspondence
|
||
|
|
shiftPixels_ = 5;
|
||
|
|
rightImage_ = cv::Mat::zeros(leftImage_.size(), CV_8UC1);
|
||
|
|
cv::Rect leftROI(shiftPixels_, 0, leftImage_.cols - shiftPixels_, leftImage_.rows);
|
||
|
|
cv::Rect rightROI(0, 0, leftImage_.cols - shiftPixels_, leftImage_.rows);
|
||
|
|
leftImage_(leftROI).copyTo(rightImage_(rightROI));
|
||
|
|
|
||
|
|
// Detect feature points in the left image
|
||
|
|
// Use a simple corner detector to get test points
|
||
|
|
cv::Mat corners;
|
||
|
|
cv::goodFeaturesToTrack(leftImage_, corners, 50, 0.01, 10);
|
||
|
|
leftCorners_.clear();
|
||
|
|
for(int i = 0; i < corners.rows; ++i)
|
||
|
|
{
|
||
|
|
leftCorners_.push_back(cv::Point2f(corners.at<float>(i, 0), corners.at<float>(i, 1)));
|
||
|
|
}
|
||
|
|
|
||
|
|
// Filter corners to be in valid region (not too close to edges and within valid disparity range)
|
||
|
|
std::vector<cv::Point2f> filteredCorners;
|
||
|
|
for(const cv::Point2f& pt : leftCorners_)
|
||
|
|
{
|
||
|
|
// Ensure corner is not too close to edges and will have valid correspondence
|
||
|
|
if(pt.x >= shiftPixels_ + 10 && pt.x < leftImage_.cols - 10 &&
|
||
|
|
pt.y >= 10 && pt.y < leftImage_.rows - 10)
|
||
|
|
{
|
||
|
|
filteredCorners.push_back(pt);
|
||
|
|
}
|
||
|
|
}
|
||
|
|
leftCorners_ = filteredCorners;
|
||
|
|
|
||
|
|
// Ensure we have some corners to test with
|
||
|
|
if(leftCorners_.empty())
|
||
|
|
{
|
||
|
|
// Add some manual test points if no corners detected
|
||
|
|
leftCorners_.push_back(cv::Point2f(50, 50));
|
||
|
|
leftCorners_.push_back(cv::Point2f(80, 60));
|
||
|
|
leftCorners_.push_back(cv::Point2f(100, 40));
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
void TearDown() override {
|
||
|
|
}
|
||
|
|
|
||
|
|
cv::Mat leftImage_;
|
||
|
|
cv::Mat rightImage_;
|
||
|
|
std::vector<cv::Point2f> leftCorners_;
|
||
|
|
int shiftPixels_; ///< Number of pixels the right image is shifted left (expected disparity)
|
||
|
|
};
|
||
|
|
|
||
|
|
// Helper function to get strategy name for error messages
|
||
|
|
const char* getStrategyName(bool opticalFlow) {
|
||
|
|
return opticalFlow ? "OpticalFlow" : "BlockMatching";
|
||
|
|
}
|
||
|
|
|
||
|
|
// Stereo Tests
|
||
|
|
|
||
|
|
TEST_F(StereoTest, Constructor)
|
||
|
|
{
|
||
|
|
// Test with both strategies
|
||
|
|
bool strategies[] = {false, true}; // false = BlockMatching, true = OpticalFlow
|
||
|
|
|
||
|
|
for(bool opticalFlow : strategies)
|
||
|
|
{
|
||
|
|
ParametersMap params;
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoOpticalFlow(), opticalFlow ? "true" : "false"));
|
||
|
|
|
||
|
|
std::unique_ptr<Stereo> stereo(Stereo::create(params));
|
||
|
|
EXPECT_NE(stereo.get(), nullptr) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
TEST_F(StereoTest, ParseParameters)
|
||
|
|
{
|
||
|
|
// Test with both strategies
|
||
|
|
bool strategies[] = {false, true};
|
||
|
|
|
||
|
|
for(bool opticalFlow : strategies)
|
||
|
|
{
|
||
|
|
ParametersMap params;
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoOpticalFlow(), opticalFlow ? "true" : "false"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoWinWidth(), "10"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoWinHeight(), "10"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoIterations(), "10"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoMaxLevel(), "2"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoMinDisparity(), "0.0"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoMaxDisparity(), "64.0"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoSSD(), "true"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoEps(), "0.01"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoGpu(), "false"));
|
||
|
|
|
||
|
|
std::unique_ptr<Stereo> stereo(Stereo::create(params));
|
||
|
|
EXPECT_NE(stereo.get(), nullptr) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
|
||
|
|
stereo->parseParameters(params);
|
||
|
|
// Should not throw
|
||
|
|
EXPECT_TRUE(true) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
TEST_F(StereoTest, ComputeCorrespondences)
|
||
|
|
{
|
||
|
|
// Test with both strategies
|
||
|
|
bool strategies[] = {false, true};
|
||
|
|
|
||
|
|
for(bool opticalFlow : strategies)
|
||
|
|
{
|
||
|
|
ParametersMap params;
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoOpticalFlow(), opticalFlow ? "true" : "false"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoMinDisparity(), "0.0"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoMaxDisparity(), "20.0")); // Should cover shiftPixels_ (5)
|
||
|
|
|
||
|
|
std::unique_ptr<Stereo> stereo(Stereo::create(params));
|
||
|
|
EXPECT_NE(stereo.get(), nullptr) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
|
||
|
|
std::vector<unsigned char> status;
|
||
|
|
std::vector<cv::Point2f> rightCorners = stereo->computeCorrespondences(
|
||
|
|
leftImage_, rightImage_, leftCorners_, status);
|
||
|
|
|
||
|
|
EXPECT_EQ(rightCorners.size(), leftCorners_.size()) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
EXPECT_EQ(status.size(), leftCorners_.size()) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
|
||
|
|
// Count valid correspondences
|
||
|
|
int validCount = 0;
|
||
|
|
int correctDisparityCount = 0;
|
||
|
|
for(size_t i = 0; i < status.size(); ++i)
|
||
|
|
{
|
||
|
|
if(status[i] != 0)
|
||
|
|
{
|
||
|
|
validCount++;
|
||
|
|
// Check that disparity is approximately shiftPixels_
|
||
|
|
float disparity = leftCorners_[i].x - rightCorners[i].x;
|
||
|
|
if(std::abs(disparity - shiftPixels_) < 2.0f) // Allow 2 pixels tolerance
|
||
|
|
{
|
||
|
|
correctDisparityCount++;
|
||
|
|
}
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
// Should have some valid correspondences
|
||
|
|
EXPECT_GT(validCount, 0) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
|
||
|
|
// Most valid correspondences should have correct disparity
|
||
|
|
if(validCount > 0)
|
||
|
|
{
|
||
|
|
float correctRatio = static_cast<float>(correctDisparityCount) / validCount;
|
||
|
|
EXPECT_GT(correctRatio, 0.5f) << "Strategy: " << getStrategyName(opticalFlow); // At least 50% should be correct
|
||
|
|
}
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
TEST_F(StereoTest, ComputeCorrespondencesEmptyCorners)
|
||
|
|
{
|
||
|
|
// Test with both strategies
|
||
|
|
bool strategies[] = {false, true};
|
||
|
|
|
||
|
|
for(bool opticalFlow : strategies)
|
||
|
|
{
|
||
|
|
ParametersMap params;
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoOpticalFlow(), opticalFlow ? "true" : "false"));
|
||
|
|
|
||
|
|
std::unique_ptr<Stereo> stereo(Stereo::create(params));
|
||
|
|
EXPECT_NE(stereo.get(), nullptr) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
|
||
|
|
std::vector<cv::Point2f> emptyCorners;
|
||
|
|
std::vector<unsigned char> status;
|
||
|
|
|
||
|
|
std::vector<cv::Point2f> rightCorners;
|
||
|
|
rightCorners = stereo->computeCorrespondences(
|
||
|
|
leftImage_, rightImage_, emptyCorners, status);
|
||
|
|
|
||
|
|
EXPECT_EQ(rightCorners.size(), 0u) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
EXPECT_EQ(status.size(), 0u) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
TEST_F(StereoTest, ComputeCorrespondencesDifferentSizes)
|
||
|
|
{
|
||
|
|
// Test with both strategies
|
||
|
|
bool strategies[] = {false, true};
|
||
|
|
|
||
|
|
for(bool opticalFlow : strategies)
|
||
|
|
{
|
||
|
|
ParametersMap params;
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoOpticalFlow(), opticalFlow ? "true" : "false"));
|
||
|
|
|
||
|
|
std::unique_ptr<Stereo> stereo(Stereo::create(params));
|
||
|
|
EXPECT_NE(stereo.get(), nullptr) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
|
||
|
|
cv::Mat smallRight = cv::Mat::zeros(50, 50, CV_8UC1);
|
||
|
|
std::vector<unsigned char> status;
|
||
|
|
|
||
|
|
// Should throw
|
||
|
|
EXPECT_THROW(stereo->computeCorrespondences(leftImage_, smallRight, leftCorners_, status), UException)
|
||
|
|
<< "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
TEST_F(StereoTest, ComputeCorrespondencesEmptyImages)
|
||
|
|
{
|
||
|
|
// Test with both strategies
|
||
|
|
bool strategies[] = {false, true};
|
||
|
|
|
||
|
|
for(bool opticalFlow : strategies)
|
||
|
|
{
|
||
|
|
ParametersMap params;
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoOpticalFlow(), opticalFlow ? "true" : "false"));
|
||
|
|
|
||
|
|
std::unique_ptr<Stereo> stereo(Stereo::create(params));
|
||
|
|
EXPECT_NE(stereo.get(), nullptr) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
|
||
|
|
cv::Mat emptyLeft, emptyRight;
|
||
|
|
std::vector<unsigned char> status;
|
||
|
|
|
||
|
|
// Should throw
|
||
|
|
EXPECT_THROW(stereo->computeCorrespondences(emptyLeft, emptyRight, leftCorners_, status), UException)
|
||
|
|
<< "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
TEST_F(StereoTest, GetterMethods)
|
||
|
|
{
|
||
|
|
// Test with both strategies
|
||
|
|
bool strategies[] = {false, true};
|
||
|
|
|
||
|
|
for(bool opticalFlow : strategies)
|
||
|
|
{
|
||
|
|
ParametersMap params;
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoOpticalFlow(), opticalFlow ? "true" : "false"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoWinWidth(), "12"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoWinHeight(), "8"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoIterations(), "15"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoMaxLevel(), "3"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoMinDisparity(), "1.0"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoMaxDisparity(), "50.0"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoSSD(), "false"));
|
||
|
|
|
||
|
|
std::unique_ptr<Stereo> stereo(Stereo::create(params));
|
||
|
|
EXPECT_NE(stereo.get(), nullptr) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
|
||
|
|
cv::Size winSize = stereo->winSize();
|
||
|
|
EXPECT_EQ(winSize.width, 12) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
EXPECT_EQ(winSize.height, 8) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
EXPECT_EQ(stereo->iterations(), 15) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
EXPECT_EQ(stereo->maxLevel(), 3) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
EXPECT_FLOAT_EQ(stereo->minDisparity(), 1.0f) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
EXPECT_FLOAT_EQ(stereo->maxDisparity(), 50.0f) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
EXPECT_FALSE(stereo->winSSD()) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
EXPECT_FALSE(stereo->isGpuEnabled()) << "Strategy: " << getStrategyName(opticalFlow);
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
TEST_F(StereoTest, StereoOpticalFlowIsGpuEnabled)
|
||
|
|
{
|
||
|
|
// Test GPU enable/disable for optical flow
|
||
|
|
ParametersMap params;
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoOpticalFlow(), "true"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoGpu(), "false"));
|
||
|
|
|
||
|
|
std::unique_ptr<Stereo> stereo(Stereo::create(params));
|
||
|
|
EXPECT_NE(stereo.get(), nullptr);
|
||
|
|
EXPECT_FALSE(stereo->isGpuEnabled());
|
||
|
|
|
||
|
|
// Test with GPU enabled (may not be available)
|
||
|
|
ParametersMap params2;
|
||
|
|
params2.insert(ParametersPair(Parameters::kStereoOpticalFlow(), "true"));
|
||
|
|
params2.insert(ParametersPair(Parameters::kStereoGpu(), "true"));
|
||
|
|
|
||
|
|
std::unique_ptr<Stereo> stereo2(Stereo::create(params2));
|
||
|
|
EXPECT_NE(stereo2.get(), nullptr);
|
||
|
|
// GPU may or may not be enabled depending on build configuration
|
||
|
|
// Just verify the method doesn't crash
|
||
|
|
bool gpuEnabled = stereo2->isGpuEnabled();
|
||
|
|
(void)gpuEnabled; // Suppress unused variable warning
|
||
|
|
}
|
||
|
|
|
||
|
|
TEST_F(StereoTest, StereoOpticalFlowEpsilon)
|
||
|
|
{
|
||
|
|
// Test epsilon parameter for optical flow
|
||
|
|
ParametersMap params;
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoOpticalFlow(), "true"));
|
||
|
|
params.insert(ParametersPair(Parameters::kStereoEps(), "0.005"));
|
||
|
|
|
||
|
|
std::unique_ptr<Stereo> stereo(Stereo::create(params));
|
||
|
|
EXPECT_NE(stereo.get(), nullptr);
|
||
|
|
|
||
|
|
// Cast to StereoOpticalFlow to access epsilon()
|
||
|
|
StereoOpticalFlow* opticalFlow = dynamic_cast<StereoOpticalFlow*>(stereo.get());
|
||
|
|
EXPECT_NE(opticalFlow, nullptr);
|
||
|
|
EXPECT_FLOAT_EQ(opticalFlow->epsilon(), 0.005f);
|
||
|
|
}
|
||
|
|
|