score-back/tests/test_stereo_matcher.cpp
Artur Mukhamadiev 96bc82f0fb feat(stereo): add optional disparity post-filters
- add configurable median and edge-aware WLS filtering to the CPU SGBM matcher

- preserve SGBM rejection holes when WLS smooths valid disparities

- detect and link OpenCV ximgproc when available, with a graceful fallback otherwise

- forward CPU tuning through the matcher factory and cover validation and hole preservation
2026-09-14 10:43:29 +03:00

163 lines
5.9 KiB
C++

#include <cmath>
#include <gtest/gtest.h>
#include <opencv2/core.hpp>
#include <opencv2/imgproc.hpp>
#include <tuple>
#include "cloud_point/cpu_stereo_matcher.hpp"
#include "cloud_point/gpu_stereo_matcher.hpp"
#include "cloud_point/stereo_matcher_factory.hpp"
using namespace score;
namespace {
/// @brief Create a simple synthetic stereo pair with a horizontal shift.
std::pair<cv::Mat, cv::Mat> make_synthetic_stereo(int shift = 2) {
cv::Mat left = cv::Mat::zeros(100, 100, CV_8UC1);
cv::Mat right = cv::Mat::zeros(100, 100, CV_8UC1);
for (int y = 0; y < 100; ++y) {
for (int x = 0; x < 100; ++x) {
left.at<uchar>(y, x) = static_cast<uchar>(x % 256);
right.at<uchar>(y, x) = static_cast<uchar>((x + shift) % 256);
}
}
return {left, right};
}
} // namespace
TEST(StereoMatcherTest, CpuMatcherComputesDisparity) {
auto [left, right] = make_synthetic_stereo();
CpuStereoMatcher matcher;
cv::Mat disparity = matcher.compute(left, right);
EXPECT_FALSE(disparity.empty());
EXPECT_EQ(disparity.rows, left.rows);
EXPECT_EQ(disparity.cols, left.cols);
}
TEST(StereoMatcherTest, FactoryCpuCreatesNonNull) {
auto matcher = StereoMatcherFactory::create(StereoAlgorithmType::CPU);
ASSERT_NE(matcher, nullptr);
auto [left, right] = make_synthetic_stereo();
cv::Mat disparity = matcher->compute(left, right);
EXPECT_FALSE(disparity.empty());
}
TEST(StereoMatcherTest, CpuMatcherRejectsEvenBlockSize) {
CpuStereoMatcher::Params params;
params.block_size = 4;
EXPECT_THROW(CpuStereoMatcher(0, 64, params), std::invalid_argument);
}
TEST(StereoMatcherTest, CpuMatcherRejectsBadMedianKernel) {
CpuStereoMatcher::Params params;
params.median_kernel = 4;
EXPECT_THROW(CpuStereoMatcher(0, 64, params), std::invalid_argument);
}
TEST(StereoMatcherTest, WlsKeepsSgbmHolesInvalid) {
if (!CpuStereoMatcher::wls_available())
GTEST_SKIP() << "OpenCV built without ximgproc";
// Left 64 px of the right image have no counterpart -> SGBM leaves the
// left border invalid; WLS must not fill it with extrapolated values.
cv::Mat left(120, 200, CV_8UC1);
cv::randu(left, 0, 255);
cv::blur(left, left, cv::Size(3, 3));
cv::Mat right = cv::Mat::zeros(left.size(), CV_8UC1);
left(cv::Rect(8, 0, left.cols - 8, left.rows))
.copyTo(right(cv::Rect(0, 0, left.cols - 8, left.rows)));
CpuStereoMatcher::Params raw;
raw.wls_filter = false;
CpuStereoMatcher::Params wls;
wls.wls_filter = true;
cv::Mat d_raw = CpuStereoMatcher(0, 64, raw).compute(left, right);
cv::Mat d_wls = CpuStereoMatcher(0, 64, wls).compute(left, right);
ASSERT_EQ(d_wls.type(), CV_16S);
ASSERT_EQ(d_wls.size(), d_raw.size());
const int raw_invalid = cv::countNonZero(d_raw <= 0);
EXPECT_GT(raw_invalid, 0);
// No SGBM hole may be filled with an extrapolated disparity.
const int filled = cv::countNonZero((d_raw <= 0) & (d_wls > 0));
EXPECT_EQ(filled, 0);
// The filter must still produce a valid map elsewhere.
EXPECT_GT(cv::countNonZero(d_wls > 0), 0);
}
TEST(StereoMatcherTest, CpuMatcherRecoversKnownShift) {
// Textured synthetic pair: right image is the left shifted by 8 px, so
// the (16x fixed-point) disparity in the interior should be ~8 px.
constexpr int kShift = 8;
cv::Mat left(120, 200, CV_8UC1);
cv::randu(left, 0, 255);
cv::blur(left, left, cv::Size(3, 3));
cv::Mat right = cv::Mat::zeros(left.size(), CV_8UC1);
left(cv::Rect(kShift, 0, left.cols - kShift, left.rows))
.copyTo(right(cv::Rect(0, 0, left.cols - kShift, left.rows)));
CpuStereoMatcher matcher(0, 64);
cv::Mat disparity = matcher.compute(left, right);
ASSERT_EQ(disparity.type(), CV_16S);
int good = 0, total = 0;
for (int y = 10; y < left.rows - 10; ++y) {
for (int x = 70; x < left.cols - 20; ++x) {
const float d = disparity.at<short>(y, x) / 16.0f;
if (d <= 0)
continue;
++total;
if (std::abs(d - kShift) <= 1.0f)
++good;
}
}
ASSERT_GT(total, 0);
EXPECT_GT(static_cast<double>(good) / total, 0.9);
}
TEST(StereoMatcherTest, GpuSupportedNumDisparitiesRoundsUp) {
EXPECT_EQ(GpuStereoMatcher::supported_num_disparities(16), 64);
EXPECT_EQ(GpuStereoMatcher::supported_num_disparities(64), 64);
EXPECT_EQ(GpuStereoMatcher::supported_num_disparities(96), 128);
EXPECT_EQ(GpuStereoMatcher::supported_num_disparities(160), 256);
EXPECT_THROW(std::ignore = GpuStereoMatcher::supported_num_disparities(272),
std::invalid_argument);
}
TEST(StereoMatcherTest, FactoryRejectsInvalidNumDisparities) {
EXPECT_THROW(std::ignore =
StereoMatcherFactory::create(StereoAlgorithmType::CPU, 0),
std::invalid_argument);
EXPECT_THROW(std::ignore = StereoMatcherFactory::create(
StereoAlgorithmType::CPU, -16),
std::invalid_argument);
EXPECT_THROW(std::ignore = StereoMatcherFactory::create(
StereoAlgorithmType::CPU, 150),
std::invalid_argument);
}
TEST(StereoMatcherTest, FactoryAcceptsValidNumDisparities) {
auto matcher = StereoMatcherFactory::create(StereoAlgorithmType::CPU, 160);
ASSERT_NE(matcher, nullptr);
}
TEST(StereoMatcherTest, FactoryGpuFallsBackToCpuWhenUnavailable) {
// On this machine CUDA is absent; factory should fall back to CPU.
auto matcher = StereoMatcherFactory::create(StereoAlgorithmType::GPU);
ASSERT_NE(matcher, nullptr);
auto [left, right] = make_synthetic_stereo();
EXPECT_NO_THROW(std::ignore = matcher->compute(left, right));
}
TEST(StereoMatcherTest, GpuMatcherThrowsOnThisMachine) {
// Direct construction of GpuStereoMatcher should throw because
// HAVE_OPENCV_CUDA is undefined here.
EXPECT_THROW(GpuStereoMatcher(), std::runtime_error);
}