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authorStanislaw Halik <sthalik@misaki.pl>2016-04-27 07:28:41 +0200
committerStanislaw Halik <sthalik@misaki.pl>2016-04-27 07:28:55 +0200
commit546cfb5ad52dcfe1421d1af5e7baeada588ac735 (patch)
tree20c266e33e08ca281c93942ebf7f7e0c49e6d3e0
parent9bd2c6921d8d9ccec50d926b4b3eea5d05b79db9 (diff)
tracker/pt: experimental non-white color removal
It's enabled only for automatic thresholding. With it on, it's possible to keep tracking in normal light conditions without changing gain or exposure beforehand. It won't function on badly overexposed images, or with other bright white colors in the frame. It should function on somewhat overexposed images. CPU usage is somewhat high, even taking advantage of all OpenCV SIMD goodness as per the code. We can revert the change if user reception is bad.
-rwxr-xr-x[-rw-r--r--]tracker-pt/point_extractor.cpp63
-rwxr-xr-x[-rw-r--r--]tracker-pt/point_extractor.h7
2 files changed, 69 insertions, 1 deletions
diff --git a/tracker-pt/point_extractor.cpp b/tracker-pt/point_extractor.cpp
index a1294c1e..87a60e51 100644..100755
--- a/tracker-pt/point_extractor.cpp
+++ b/tracker-pt/point_extractor.cpp
@@ -13,12 +13,73 @@
# include "opentrack-compat/timer.hpp"
#endif
+//#define DEBUG_SUM_OF_SQUARES
+#ifdef DEBUG_SUM_OF_SQUARES
+# define SUM_OF_SQUARES_WINNAME "sum-of-squares-debug"
+# include <opencv2/highgui.hpp>
+#endif
+
PointExtractor::PointExtractor()
{
+#ifdef DEBUG_SUM_OF_SQUARES
+ cv::namedWindow(SUM_OF_SQUARES_WINNAME);
+#endif
blobs.reserve(max_blobs);
points.reserve(max_blobs);
}
+PointExtractor::~PointExtractor()
+{
+#ifdef DEBUG_SUM_OF_SQUARES
+ cv::destroyWindow(SUM_OF_SQUARES_WINNAME);
+#endif
+}
+
+void PointExtractor::gray_square_diff(const cv::Mat &frame, cv::Mat &frame_gray)
+{
+ const unsigned nchans = frame.channels();
+ const int rows = frame.rows;
+ const int cols = frame.cols;
+ cv::cvtColor(frame, frame_gray, cv::COLOR_RGB2GRAY);
+
+ if (nchans == 1 || !s.auto_threshold)
+ return;
+
+ cv::split(frame, gray_split_channels);
+
+ if (nchans > gray_absdiff_channels.size())
+ gray_absdiff_channels.resize(nchans);
+
+ for (unsigned i = 0; i < nchans; i++)
+ cv::absdiff(frame_gray, gray_split_channels[i], gray_absdiff_channels[i]);
+
+ if (frame_gray_tmp.rows != rows || frame_gray_tmp.cols != cols)
+ frame_gray_tmp = cv::Mat(rows, cols, CV_32FC1);
+
+ frame_gray.convertTo(frame_gray_tmp, CV_32FC1);
+
+ constexpr float scale = .9;
+
+ if (float_absdiff_channel.cols != cols || float_absdiff_channel.rows != rows)
+ float_absdiff_channel = cv::Mat(rows, cols, CV_32FC1);
+
+ for (unsigned i = 0; i < nchans; i++)
+ {
+ gray_absdiff_channels[i].convertTo(float_absdiff_channel, CV_32FC1);
+
+ frame_gray_tmp -= float_absdiff_channel.mul(float_absdiff_channel, scale);
+ }
+
+ frame_gray_tmp = cv::max(0., frame_gray_tmp);
+
+ frame_gray_tmp.convertTo(frame_gray, CV_8UC1);
+
+#ifdef DEBUG_SUM_OF_SQUARES
+ cv::imshow(SUM_OF_SQUARES_WINNAME, frame_gray);
+ cv::waitKey(1);
+#endif
+}
+
const std::vector<cv::Vec2f>& PointExtractor::extract_points(cv::Mat& frame)
{
const int W = frame.cols;
@@ -31,7 +92,7 @@ const std::vector<cv::Vec2f>& PointExtractor::extract_points(cv::Mat& frame)
}
// convert to grayscale
- cv::cvtColor(frame, frame_gray, cv::COLOR_RGB2GRAY);
+ gray_square_diff(frame, frame_gray);
const double region_size_min = s.min_point_size;
const double region_size_max = s.max_point_size;
diff --git a/tracker-pt/point_extractor.h b/tracker-pt/point_extractor.h
index 3e4661f9..5a3630be 100644..100755
--- a/tracker-pt/point_extractor.h
+++ b/tracker-pt/point_extractor.h
@@ -25,15 +25,22 @@ public:
const std::vector<cv::Vec2f> &extract_points(cv::Mat &frame);
int get_n_points() { QMutexLocker l(&mtx); return points.size(); }
PointExtractor();
+ ~PointExtractor();
settings_pt s;
private:
+ void gray_square_diff(const cv::Mat& frame, cv::Mat& frame_gray);
+
enum { hist_c = 2 };
std::vector<cv::Vec2f> points;
QMutex mtx;
cv::Mat frame_gray;
+ cv::Mat frame_gray_tmp;
cv::Mat frame_bin;
cv::Mat hist;
+ std::vector<cv::Mat> gray_split_channels;
+ std::vector<cv::Mat> gray_absdiff_channels;
+ cv::Mat float_absdiff_channel;
enum { max_blobs = 16 };