Added QR code decoding.

This commit is contained in:
Alexander Nesterov
2018-08-17 13:01:02 -03:00
parent 50beef605b
commit 53ec8f286b
14 changed files with 2175 additions and 22 deletions
+7 -1
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@@ -1,2 +1,8 @@
set(the_description "Object Detection")
ocv_define_module(objdetect opencv_core opencv_imgproc WRAP java python js)
ocv_define_module(objdetect opencv_core opencv_imgproc opencv_calib3d WRAP java python js)
if(HAVE_QUIRC)
get_property(QUIRC_INCLUDE GLOBAL PROPERTY QUIRC_INCLUDE_DIR)
ocv_include_directories(${QUIRC_INCLUDE})
ocv_target_link_libraries(${PROJECT_NAME} quirc)
endif()
@@ -693,6 +693,13 @@ protected:
*/
CV_EXPORTS bool detectQRCode(InputArray in, std::vector<Point> &points, double eps_x = 0.2, double eps_y = 0.1);
/** @brief Decode QR code in image and return text that is encrypted in QR code.
@param in Matrix of the type CV_8UC1 containing an image where QR code are detected.
@param points Input vector of vertices of a quadrangle of minimal area that describes QR code.
@param decoded_info String information that is encrypted in QR code.
@param straight_qrcode Matrix of the type CV_8UC1 containing an binary straight QR code.
*/
CV_EXPORTS bool decodeQRCode(InputArray in, InputArray points, std::string &decoded_info, OutputArray straight_qrcode = noArray());
//! @} objdetect
}
+282 -3
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@@ -7,10 +7,16 @@
#include "precomp.hpp"
#include "opencv2/objdetect.hpp"
#include "opencv2/calib3d.hpp"
#ifdef HAVE_QUIRC
#include "quirc.h"
#endif
#include <limits>
#include <cmath>
#include <iostream>
#include <queue>
namespace cv
{
@@ -25,11 +31,11 @@ public:
Mat getBinBarcode() { return bin_barcode; }
Mat getStraightBarcode() { return straight_barcode; }
vector<Point2f> getTransformationPoints() { return transformation_points; }
static Point2f intersectionLines(Point2f a1, Point2f a2, Point2f b1, Point2f b2);
protected:
vector<Vec3d> searchHorizontalLines();
vector<Point2f> separateVerticalLines(const vector<Vec3d> &list_lines);
void fixationPoints(vector<Point2f> &local_point);
Point2f intersectionLines(Point2f a1, Point2f a2, Point2f b1, Point2f b2);
vector<Point2f> getQuadrilateral(vector<Point2f> angle_list);
bool testBypassRoute(vector<Point2f> hull, int start, int finish);
inline double getCosVectors(Point2f a, Point2f b, Point2f c);
@@ -61,6 +67,7 @@ void QRDetect::init(const Mat& src, double eps_vertical_, double eps_horizontal_
eps_vertical = eps_vertical_;
eps_horizontal = eps_horizontal_;
adaptiveThreshold(barcode, bin_barcode, 255, ADAPTIVE_THRESH_GAUSSIAN_C, THRESH_BINARY, 83, 2);
}
vector<Vec3d> QRDetect::searchHorizontalLines()
@@ -538,7 +545,7 @@ vector<Point2f> QRDetect::getQuadrilateral(vector<Point2f> angle_list)
vector<Point> locations;
Mat mask_roi = mask(Range(1, bin_barcode.rows - 1), Range(1, bin_barcode.cols - 1));
cv::findNonZero(mask_roi, locations);
findNonZero(mask_roi, locations);
for (size_t i = 0; i < angle_list.size(); i++)
{
@@ -783,7 +790,7 @@ bool QRCodeDetector::detect(InputArray in, OutputArray points) const
return true;
}
CV_EXPORTS bool detectQRCode(InputArray in, std::vector<Point> &points, double eps_x, double eps_y)
CV_EXPORTS bool detectQRCode(InputArray in, vector<Point> &points, double eps_x, double eps_y)
{
QRCodeDetector qrdetector;
qrdetector.setEpsX(eps_x);
@@ -792,4 +799,276 @@ CV_EXPORTS bool detectQRCode(InputArray in, std::vector<Point> &points, double e
return qrdetector.detect(in, points);
}
class QRDecode
{
public:
void init(const Mat &src, const vector<Point2f> &points);
Mat getIntermediateBarcode() { return intermediate; }
Mat getStraightBarcode() { return straight; }
size_t getVersion() { return version; }
std::string getDecodeInformation() { return result_info; }
bool fullDecodingProcess();
protected:
bool updatePerspective();
bool versionDefinition();
bool samplingForVersion();
bool decodingProcess();
Mat original, no_border_intermediate, intermediate, straight;
vector<Point2f> original_points;
std::string result_info;
uint8_t version, version_size;
float test_perspective_size;
};
void QRDecode::init(const Mat &src, const vector<Point2f> &points)
{
original = src.clone();
intermediate = Mat::zeros(src.size(), CV_8UC1);
original_points = points;
version = 0;
version_size = 0;
test_perspective_size = 251;
result_info = "";
}
bool QRDecode::updatePerspective()
{
const Size temporary_size(cvRound(test_perspective_size), cvRound(test_perspective_size));
vector<Point2f> perspective_points;
perspective_points.push_back(Point2f(0.f, 0.f));
perspective_points.push_back(Point2f(test_perspective_size, 0.f));
perspective_points.push_back(Point2f(static_cast<float>(test_perspective_size * 0.5),
static_cast<float>(test_perspective_size * 0.5)));
original_points.insert(original_points.begin() + 2,
QRDetect::intersectionLines(
original_points[0], original_points[2],
original_points[1], original_points[3]));
perspective_points.push_back(Point2f(test_perspective_size, test_perspective_size));
perspective_points.push_back(Point2f(0.f, test_perspective_size));
Mat H = findHomography(original_points, perspective_points);
Mat bin_original = Mat::zeros(original.size(), CV_8UC1);
adaptiveThreshold(original, bin_original, 255, ADAPTIVE_THRESH_GAUSSIAN_C, THRESH_BINARY, 83, 2);
Mat temp_intermediate = Mat::zeros(temporary_size, CV_8UC1);
warpPerspective(bin_original, temp_intermediate, H, temporary_size, INTER_NEAREST);
no_border_intermediate = temp_intermediate(Range(1, temp_intermediate.rows), Range(1, temp_intermediate.cols));
const int border = cvRound(0.1 * test_perspective_size);
const int borderType = BORDER_CONSTANT;
copyMakeBorder(no_border_intermediate, intermediate, border, border, border, border, borderType, Scalar(255));
return true;
}
bool QRDecode::versionDefinition()
{
LineIterator line_iter(intermediate, Point2f(0, 0), Point2f(test_perspective_size, test_perspective_size));
Point black_point = Point(0, 0);
for(int j = 0; j < line_iter.count; j++, ++line_iter)
{
const uint8_t value = intermediate.at<uint8_t>(line_iter.pos());
if (value == 0) { black_point = line_iter.pos(); break; }
}
Mat mask = Mat::zeros(intermediate.rows + 2, intermediate.cols + 2, CV_8UC1);
floodFill(intermediate, mask, black_point, 255, 0, Scalar(), Scalar(), FLOODFILL_MASK_ONLY);
vector<Point> locations, non_zero_elem;
Mat mask_roi = mask(Range(1, intermediate.rows - 1), Range(1, intermediate.cols - 1));
findNonZero(mask_roi, non_zero_elem);
convexHull(Mat(non_zero_elem), locations);
Point temp_remote = locations[0], remote_point;
const Point delta_diff = Point(4, 4);
for (size_t i = 0; i < locations.size(); i++)
{
if (norm(black_point - temp_remote) < norm(black_point - locations[i]))
{
const uint8_t value = intermediate.at<uint8_t>(temp_remote - delta_diff);
if (value == 0) { remote_point = temp_remote - delta_diff; }
else { remote_point = temp_remote; }
temp_remote = locations[i];
}
}
size_t transition_x = 0 , transition_y = 0;
uint8_t future_pixel = 255;
const uint8_t *intermediate_row = intermediate.ptr<uint8_t>(remote_point.y);
for(int i = remote_point.x; i < intermediate.cols; i++)
{
if (intermediate_row[i] == future_pixel)
{
future_pixel = 255 - future_pixel;
transition_x++;
}
}
future_pixel = 255;
for(int j = remote_point.y; j < intermediate.rows; j++)
{
const uint8_t value = intermediate.at<uint8_t>(Point(j, remote_point.x));
if (value == future_pixel)
{
future_pixel = 255 - future_pixel;
transition_y++;
}
}
version = saturate_cast<uint8_t>((std::min(transition_x, transition_y) - 1) * 0.25 - 1);
if ( !( 0 < version && version <= 40 ) ) { return false; }
version_size = 21 + (version - 1) * 4;
return true;
}
bool QRDecode::samplingForVersion()
{
const double multiplyingFactor = (version < 3) ? 1 :
(version == 3) ? 1.5 :
version * (5 + version - 4);
const Size newFactorSize(
cvRound(no_border_intermediate.size().width * multiplyingFactor),
cvRound(no_border_intermediate.size().height * multiplyingFactor));
Mat postIntermediate(newFactorSize, CV_8UC1);
resize(no_border_intermediate, postIntermediate, newFactorSize, 0, 0, INTER_AREA);
const int no_inter_rows = postIntermediate.rows;
const int no_inter_cols = postIntermediate.cols;
const int delta_rows = cvRound((no_inter_rows * 1.0) / version_size);
const int delta_cols = cvRound((no_inter_cols * 1.0) / version_size);
vector<double> listFrequencyElem;
for (int r = 0; r < no_inter_rows; r += delta_rows)
{
for (int c = 0; c < no_inter_cols; c += delta_cols)
{
Mat tile = postIntermediate(
Range(r, min(r + delta_rows, no_inter_rows)),
Range(c, min(c + delta_cols, no_inter_cols)));
const double frequencyElem = (countNonZero(tile) * 1.0) / tile.total();
listFrequencyElem.push_back(frequencyElem);
}
}
double dispersionEFE = std::numeric_limits<double>::max();
double experimentalFrequencyElem = 0;
for (double expVal = 0; expVal < 1; expVal+=0.001)
{
double testDispersionEFE = 0.0;
for (size_t i = 0; i < listFrequencyElem.size(); i++)
{
testDispersionEFE += (listFrequencyElem[i] - expVal) *
(listFrequencyElem[i] - expVal);
}
testDispersionEFE /= (listFrequencyElem.size() - 1);
if (dispersionEFE > testDispersionEFE)
{
dispersionEFE = testDispersionEFE;
experimentalFrequencyElem = expVal;
}
}
straight = Mat(Size(version_size, version_size), CV_8UC1, Scalar(0));
size_t k = 0;
for (int r = 0; r < no_inter_rows &&
k < listFrequencyElem.size() &&
floor((r * 1.0) / delta_rows) < version_size; r += delta_rows)
{
for (int c = 0; c < no_inter_cols &&
k < listFrequencyElem.size() &&
floor((c * 1.0) / delta_cols) < version_size; c += delta_cols, k++)
{
Mat tile = postIntermediate(
Range(r, min(r + delta_rows, no_inter_rows)),
Range(c, min(c + delta_cols, no_inter_cols)));
if (listFrequencyElem[k] < experimentalFrequencyElem) { tile.setTo(0); }
else
{
tile.setTo(255);
straight.at<uint8_t>(cvRound(floor((r * 1.0) / delta_rows)),
cvRound(floor((c * 1.0) / delta_cols))) = 255;
}
}
}
return true;
}
bool QRDecode::decodingProcess()
{
#ifdef HAVE_QUIRC
if (straight.empty()) { return false; }
quirc_code qr_code;
memset(&qr_code, 0, sizeof(qr_code));
qr_code.size = straight.size().width;
for (int x = 0; x < qr_code.size; x++)
{
for (int y = 0; y < qr_code.size; y++)
{
int position = y * qr_code.size + x;
qr_code.cell_bitmap[position >> 3]
|= straight.at<uint8_t>(y, x) ? 0 : (1 << (position & 7));
}
}
quirc_data qr_code_data;
quirc_decode_error_t errorCode = quirc_decode(&qr_code, &qr_code_data);
if (errorCode != 0) { return false; }
for (int i = 0; i < qr_code_data.payload_len; i++)
{
result_info += qr_code_data.payload[i];
}
return true;
#else
return false;
#endif
}
bool QRDecode::fullDecodingProcess()
{
#ifdef HAVE_QUIRC
if (!updatePerspective()) { return false; }
if (!versionDefinition()) { return false; }
if (!samplingForVersion()) { return false; }
if (!decodingProcess()) { return false; }
return true;
#else
std::cout << "Library QUIRC is not linked. No decoding is performed. Take it to the OpenCV repository." << std::endl;
return false;
#endif
}
CV_EXPORTS bool decodeQRCode(InputArray in, InputArray points, std::string &decoded_info, OutputArray straight_qrcode)
{
Mat inarr = in.getMat();
CV_Assert(!inarr.empty());
inarr.convertTo(inarr, CV_8UC1);
CV_Assert(points.isVector());
vector<Point2f> src_points;
points.copyTo(src_points);
CV_Assert(src_points.size() == 4);
QRDecode qrdec;
qrdec.init(inarr, src_points);
bool exit_flag = qrdec.fullDecodingProcess();
decoded_info = qrdec.getDecodeInformation();
if (straight_qrcode.needed())
{
qrdec.getStraightBarcode().convertTo(straight_qrcode,
straight_qrcode.fixedType() ?
straight_qrcode.type() : CV_32FC2);
}
return exit_flag;
}
}
+31 -14
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@@ -4,19 +4,15 @@
#include "test_precomp.hpp"
namespace opencv_test { namespace {
std::string qrcode_images_name[] = {
// "20110817_030.jpg",
"20110817_048.jpg",
"img_20120226_161648.jpg",
"img_2714.jpg",
"img_2716.jpg",
"img_3011.jpg",
"img_3029.jpg",
"img_3070.jpg",
"qr_test_030.jpg"
"version_1_down.jpg", "version_1_left.jpg", "version_1_right.jpg", "version_1_up.jpg", "version_1_top.jpg",
"version_2_down.jpg", "version_2_left.jpg", "version_2_right.jpg", "version_2_up.jpg", "version_2_top.jpg",
"version_3_down.jpg", "version_3_left.jpg", "version_3_right.jpg", "version_3_up.jpg", "version_3_top.jpg",
"version_4_down.jpg", "version_4_left.jpg", "version_4_right.jpg", "version_4_up.jpg", "version_4_top.jpg",
"version_5_down.jpg", "version_5_left.jpg", "version_5_right.jpg", "version_5_up.jpg", "version_5_top.jpg",
"russian.jpg", "kanji.jpg", "link_github_ocv.jpg", "link_ocv.jpg", "link_wiki_cv.jpg"
};
// #define UPDATE_QRCODE_TEST_DATA
@@ -35,15 +31,21 @@ TEST(Objdetect_QRCode, generate_test_data)
file_config << "{:" << "image_name" << qrcode_images_name[i];
std::string image_path = findDataFile(root + qrcode_images_name[i]);
std::vector<Point> corners;
Mat src = imread(image_path, IMREAD_GRAYSCALE);
Mat src = imread(image_path, IMREAD_GRAYSCALE), straight_barcode;
std::string decoded_info;
ASSERT_FALSE(src.empty()) << "Can't read image: " << image_path;
EXPECT_TRUE(detectQRCode(src, corners));
#ifdef HAVE_QUIRC
EXPECT_TRUE(decodeQRCode(src, corners, decoded_info, straight_barcode));
#endif
file_config << "x" << "[:";
for (size_t j = 0; j < corners.size(); j++) { file_config << corners[j].x; }
file_config << "]";
file_config << "y" << "[:";
for (size_t j = 0; j < corners.size(); j++) { file_config << corners[j].y; }
file_config << "]" << "}";
file_config << "]";
file_config << "info" << decoded_info;
file_config << "}";
}
file_config << "]";
file_config.release();
@@ -59,11 +61,15 @@ TEST_P(Objdetect_QRCode, regression)
const int pixels_error = 3;
std::string image_path = findDataFile(root + name_current_image);
Mat src = imread(image_path, IMREAD_GRAYSCALE);
Mat src = imread(image_path, IMREAD_GRAYSCALE), straight_barcode;
ASSERT_FALSE(src.empty()) << "Can't read image: " << image_path;
std::vector<Point> corners;
std::string decoded_info;
ASSERT_TRUE(detectQRCode(src, corners));
#ifdef HAVE_QUIRC
ASSERT_TRUE(decodeQRCode(src, corners, decoded_info, straight_barcode));
#endif
const std::string dataset_config = findDataFile(root + "dataset_config.json", false);
FileStorage file_config(dataset_config, FileStorage::READ);
@@ -86,6 +92,12 @@ TEST_P(Objdetect_QRCode, regression)
EXPECT_NEAR(x, corners[i].x, pixels_error);
EXPECT_NEAR(y, corners[i].y, pixels_error);
}
#ifdef HAVE_QUIRC
std::string original_info = config["info"];
EXPECT_EQ(decoded_info, original_info);
#endif
return; // done
}
}
@@ -103,9 +115,14 @@ INSTANTIATE_TEST_CASE_P(/**/, Objdetect_QRCode, testing::ValuesIn(qrcode_images_
TEST(Objdetect_QRCode_basic, not_found_qrcode)
{
std::vector<Point> corners;
std::vector<Point> corners, straight_barcode;
std::string decoded_info;
Mat zero_image = Mat::zeros(256, 256, CV_8UC1);
EXPECT_FALSE(detectQRCode(zero_image, corners));
#ifdef HAVE_QUIRC
corners = std::vector<Point>(4);
EXPECT_FALSE(decodeQRCode(zero_image, corners, decoded_info, straight_barcode));
#endif
}