mirror of
https://github.com/kerberos-io/openalpr-base.git
synced 2025-10-06 04:26:52 +08:00
Changed indents to be consistent
This commit is contained in:
@@ -1,167 +1,155 @@
|
||||
/*
|
||||
* Copyright (c) 2014 New Designs Unlimited, LLC
|
||||
* Opensource Automated License Plate Recognition [http://www.openalpr.com]
|
||||
*
|
||||
* This file is part of OpenAlpr.
|
||||
*
|
||||
* OpenAlpr is free software: you can redistribute it and/or modify
|
||||
* it under the terms of the GNU Affero General Public License
|
||||
* version 3 as published by the Free Software Foundation
|
||||
*
|
||||
* This program is distributed in the hope that it will be useful,
|
||||
* but WITHOUT ANY WARRANTY; without even the implied warranty of
|
||||
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
||||
* GNU Affero General Public License for more details.
|
||||
*
|
||||
* You should have received a copy of the GNU Affero General Public License
|
||||
* along with this program. If not, see <http://www.gnu.org/licenses/>.
|
||||
*/
|
||||
* Copyright (c) 2014 New Designs Unlimited, LLC
|
||||
* Opensource Automated License Plate Recognition [http://www.openalpr.com]
|
||||
*
|
||||
* This file is part of OpenAlpr.
|
||||
*
|
||||
* OpenAlpr is free software: you can redistribute it and/or modify
|
||||
* it under the terms of the GNU Affero General Public License
|
||||
* version 3 as published by the Free Software Foundation
|
||||
*
|
||||
* This program is distributed in the hope that it will be useful,
|
||||
* but WITHOUT ANY WARRANTY; without even the implied warranty of
|
||||
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
||||
* GNU Affero General Public License for more details.
|
||||
*
|
||||
* You should have received a copy of the GNU Affero General Public License
|
||||
* along with this program. If not, see <http://www.gnu.org/licenses/>.
|
||||
*/
|
||||
|
||||
#include "detectormorph.h"
|
||||
|
||||
using namespace cv;
|
||||
using namespace std;
|
||||
|
||||
namespace alpr
|
||||
{
|
||||
namespace alpr {
|
||||
|
||||
DetectorMorph::DetectorMorph(Config* config) : Detector(config) {
|
||||
|
||||
DetectorMorph::DetectorMorph(Config* config) : Detector(config) {
|
||||
this->loaded = true;
|
||||
}
|
||||
|
||||
this->loaded = true;
|
||||
}
|
||||
DetectorMorph::~DetectorMorph() {
|
||||
}
|
||||
|
||||
vector<PlateRegion> DetectorMorph::detect(Mat frame, std::vector<cv::Rect> regionsOfInterest) {
|
||||
|
||||
DetectorMorph::~DetectorMorph() {
|
||||
}
|
||||
Mat frame_gray;
|
||||
cvtColor(frame, frame_gray, CV_BGR2GRAY);
|
||||
|
||||
vector<PlateRegion> DetectorMorph::detect(Mat frame, std::vector<cv::Rect> regionsOfInterest)
|
||||
{
|
||||
vector<PlateRegion> detectedRegions;
|
||||
for (int i = 0; i < regionsOfInterest.size(); i++) {
|
||||
Mat img_open, img_result;
|
||||
Mat element = getStructuringElement(MORPH_RECT, Size(30, 4));
|
||||
morphologyEx(frame_gray, img_open, CV_MOP_OPEN, element, cv::Point(-1, -1));
|
||||
|
||||
Mat frame_gray;
|
||||
cvtColor(frame, frame_gray, CV_BGR2GRAY);
|
||||
img_result = frame_gray - img_open;
|
||||
|
||||
vector<PlateRegion> detectedRegions;
|
||||
for (int i = 0; i < regionsOfInterest.size(); i++)
|
||||
{
|
||||
Mat img_open, img_result;
|
||||
Mat element = getStructuringElement(MORPH_RECT, Size(30, 4));
|
||||
morphologyEx(frame_gray, img_open, CV_MOP_OPEN, element, cv::Point(-1, -1));
|
||||
if (config->debugDetector && config->debugShowImages) {
|
||||
imshow("Opening", img_result);
|
||||
}
|
||||
|
||||
img_result = frame_gray - img_open;
|
||||
//threshold image using otsu thresholding
|
||||
Mat img_threshold, img_open2;
|
||||
threshold(img_result, img_threshold, 0, 255, CV_THRESH_OTSU + CV_THRESH_BINARY);
|
||||
|
||||
if (config->debugDetector && config->debugShowImages)
|
||||
{
|
||||
imshow("Opening", img_result);
|
||||
}
|
||||
|
||||
//threshold image using otsu thresholding
|
||||
Mat img_threshold, img_open2;
|
||||
threshold(img_result, img_threshold, 0, 255, CV_THRESH_OTSU + CV_THRESH_BINARY);
|
||||
if (config->debugDetector && config->debugShowImages) {
|
||||
imshow("Threshold Detector", img_threshold);
|
||||
}
|
||||
|
||||
if (config->debugDetector && config->debugShowImages)
|
||||
{
|
||||
imshow("Threshold Detector", img_threshold);
|
||||
}
|
||||
Mat circularElement = getStructuringElement(cv::MORPH_ELLIPSE, Size(5, 5));
|
||||
morphologyEx(img_threshold, img_open2, CV_MOP_OPEN, circularElement, cv::Point(-1, -1));
|
||||
Mat rectElement = getStructuringElement(cv::MORPH_RECT, Size(20, 4));
|
||||
morphologyEx(img_open2, img_threshold, CV_MOP_CLOSE, rectElement, cv::Point(-1, -1));
|
||||
|
||||
Mat circularElement = getStructuringElement(cv::MORPH_ELLIPSE, Size(5, 5));
|
||||
morphologyEx(img_threshold, img_open2, CV_MOP_OPEN, circularElement, cv::Point(-1, -1));
|
||||
Mat rectElement = getStructuringElement(cv::MORPH_RECT, Size(20, 4));
|
||||
morphologyEx(img_open2, img_threshold, CV_MOP_CLOSE, rectElement, cv::Point(-1, -1));
|
||||
if (config->debugDetector && config->debugShowImages) {
|
||||
imshow("Close", img_threshold);
|
||||
waitKey(0);
|
||||
}
|
||||
|
||||
if (config->debugDetector && config->debugShowImages)
|
||||
{
|
||||
imshow("Close", img_threshold);
|
||||
waitKey(0);
|
||||
}
|
||||
|
||||
//Find contours of possibles plates
|
||||
vector< vector< Point> > contours;
|
||||
findContours(img_threshold,
|
||||
contours, // a vector of contours
|
||||
CV_RETR_EXTERNAL, // retrieve the external contours
|
||||
CV_CHAIN_APPROX_NONE); // all pixels of each contours
|
||||
//Find contours of possibles plates
|
||||
vector< vector< Point> > contours;
|
||||
findContours(img_threshold,
|
||||
contours, // a vector of contours
|
||||
CV_RETR_EXTERNAL, // retrieve the external contours
|
||||
CV_CHAIN_APPROX_NONE); // all pixels of each contours
|
||||
|
||||
//Start to iterate to each contour founded
|
||||
vector<vector<Point> >::iterator itc = contours.begin();
|
||||
vector<RotatedRect> rects;
|
||||
//Start to iterate to each contour founded
|
||||
vector<vector<Point> >::iterator itc = contours.begin();
|
||||
vector<RotatedRect> rects;
|
||||
|
||||
//Remove patch that are no inside limits of aspect ratio and area.
|
||||
while (itc != contours.end())
|
||||
{
|
||||
//Create bounding rect of object
|
||||
RotatedRect mr = minAreaRect(Mat(*itc));
|
||||
if (!CheckSizes(mr))
|
||||
itc = contours.erase(itc);
|
||||
else
|
||||
{
|
||||
++itc;
|
||||
if (itc == contours.end()) continue;
|
||||
rects.push_back(mr);
|
||||
}
|
||||
}
|
||||
//Remove patch that are no inside limits of aspect ratio and area.
|
||||
while (itc != contours.end()) {
|
||||
//Create bounding rect of object
|
||||
RotatedRect mr = minAreaRect(Mat(*itc));
|
||||
if (!CheckSizes(mr))
|
||||
itc = contours.erase(itc);
|
||||
else {
|
||||
++itc;
|
||||
if (itc == contours.end()) continue;
|
||||
rects.push_back(mr);
|
||||
}
|
||||
}
|
||||
|
||||
//Now prunning based on checking all candidate plates for a min/max number of blobs
|
||||
Mat img_crop, img_crop_b;
|
||||
vector< vector< Point> > plateBlobs;
|
||||
for (int i = 0; i < rects.size(); i++)
|
||||
{
|
||||
RotatedRect PlateRect = rects[i];
|
||||
Size rect_size = PlateRect.size;
|
||||
|
||||
//Crop area around candidate plate
|
||||
getRectSubPix(frame_gray, rect_size, PlateRect.center, img_crop);
|
||||
//Thresholding
|
||||
threshold(img_crop, img_crop_b, 0, 255, cv::THRESH_BINARY_INV + cv::THRESH_OTSU);
|
||||
//Now prunning based on checking all candidate plates for a min/max number of blobs
|
||||
Mat img_crop, img_crop_b;
|
||||
vector< vector< Point> > plateBlobs;
|
||||
for (int i = 0; i < rects.size(); i++) {
|
||||
RotatedRect PlateRect = rects[i];
|
||||
Size rect_size = PlateRect.size;
|
||||
|
||||
findContours(img_crop_b,
|
||||
plateBlobs, // a vector of contours
|
||||
CV_RETR_EXTERNAL, // retrieve the external contours
|
||||
CV_CHAIN_APPROX_NONE); // all pixels of each contours
|
||||
//Crop area around candidate plate
|
||||
getRectSubPix(frame_gray, rect_size, PlateRect.center, img_crop);
|
||||
//Thresholding
|
||||
threshold(img_crop, img_crop_b, 0, 255, cv::THRESH_BINARY_INV + cv::THRESH_OTSU);
|
||||
|
||||
int numBlobs = plateBlobs.size();
|
||||
findContours(img_crop_b,
|
||||
plateBlobs, // a vector of contours
|
||||
CV_RETR_EXTERNAL, // retrieve the external contours
|
||||
CV_CHAIN_APPROX_NONE); // all pixels of each contours
|
||||
|
||||
//If too much or too little might not be a true plate
|
||||
if (numBlobs < 3 || numBlobs > 20) continue;
|
||||
int numBlobs = plateBlobs.size();
|
||||
|
||||
PlateRegion PlateReg;
|
||||
//If too much or too little might not be a true plate
|
||||
if (numBlobs < 3 || numBlobs > 20) continue;
|
||||
|
||||
PlateReg.rect = PlateRect.boundingRect();
|
||||
PlateRegion PlateReg;
|
||||
|
||||
detectedRegions.push_back(PlateReg);
|
||||
PlateReg.rect = PlateRect.boundingRect();
|
||||
|
||||
}
|
||||
|
||||
}
|
||||
detectedRegions.push_back(PlateReg);
|
||||
|
||||
return detectedRegions;
|
||||
}
|
||||
}
|
||||
|
||||
bool DetectorMorph::CheckSizes(RotatedRect& mr)
|
||||
{
|
||||
}
|
||||
|
||||
float error = 1.2;
|
||||
|
||||
float aspect = config->plateWidthMM / config->plateHeightMM;
|
||||
//Set a min and max area. All other patchs are discarded
|
||||
int min = 10 * aspect * 10; // minimum area
|
||||
int max = 100 * aspect * 100; // maximum area
|
||||
//Get only patchs that match to a respect ratio.
|
||||
float rmin = 3.0;
|
||||
float rmax = 7.0;
|
||||
return detectedRegions;
|
||||
}
|
||||
|
||||
int area = mr.size.height * mr.size.width;
|
||||
float r = (float)mr.size.width / (float)mr.size.height;
|
||||
if (r<1)
|
||||
r = (float)mr.size.height / (float)mr.size.width;
|
||||
bool DetectorMorph::CheckSizes(RotatedRect& mr) {
|
||||
|
||||
if ((area < min || area > max) || (r < rmin || r > rmax) ||
|
||||
(mr.size.width < 20 || mr.size.width > 300) )
|
||||
return false;
|
||||
else
|
||||
return true;
|
||||
float error = 1.2;
|
||||
|
||||
float aspect = config->plateWidthMM / config->plateHeightMM;
|
||||
//Set a min and max area. All other patchs are discarded
|
||||
int min = 10 * aspect * 10; // minimum area
|
||||
int max = 100 * aspect * 100; // maximum area
|
||||
//Get only patchs that match to a respect ratio.
|
||||
float rmin = 3.0;
|
||||
float rmax = 7.0;
|
||||
|
||||
int area = mr.size.height * mr.size.width;
|
||||
float r = (float) mr.size.width / (float) mr.size.height;
|
||||
if (r < 1)
|
||||
r = (float) mr.size.height / (float) mr.size.width;
|
||||
|
||||
if ((area < min || area > max) || (r < rmin || r > rmax) ||
|
||||
(mr.size.width < 20 || mr.size.width > 300))
|
||||
return false;
|
||||
else
|
||||
return true;
|
||||
|
||||
}
|
||||
|
||||
}
|
||||
|
||||
|
||||
}
|
||||
|
@@ -1,21 +1,21 @@
|
||||
/*
|
||||
* Copyright (c) 2014 New Designs Unlimited, LLC
|
||||
* Opensource Automated License Plate Recognition [http://www.openalpr.com]
|
||||
*
|
||||
* This file is part of OpenAlpr.
|
||||
*
|
||||
* OpenAlpr is free software: you can redistribute it and/or modify
|
||||
* it under the terms of the GNU Affero General Public License
|
||||
* version 3 as published by the Free Software Foundation
|
||||
*
|
||||
* This program is distributed in the hope that it will be useful,
|
||||
* but WITHOUT ANY WARRANTY; without even the implied warranty of
|
||||
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
||||
* GNU Affero General Public License for more details.
|
||||
*
|
||||
* You should have received a copy of the GNU Affero General Public License
|
||||
* along with this program. If not, see <http://www.gnu.org/licenses/>.
|
||||
*/
|
||||
* Copyright (c) 2014 New Designs Unlimited, LLC
|
||||
* Opensource Automated License Plate Recognition [http://www.openalpr.com]
|
||||
*
|
||||
* This file is part of OpenAlpr.
|
||||
*
|
||||
* OpenAlpr is free software: you can redistribute it and/or modify
|
||||
* it under the terms of the GNU Affero General Public License
|
||||
* version 3 as published by the Free Software Foundation
|
||||
*
|
||||
* This program is distributed in the hope that it will be useful,
|
||||
* but WITHOUT ANY WARRANTY; without even the implied warranty of
|
||||
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
||||
* GNU Affero General Public License for more details.
|
||||
*
|
||||
* You should have received a copy of the GNU Affero General Public License
|
||||
* along with this program. If not, see <http://www.gnu.org/licenses/>.
|
||||
*/
|
||||
|
||||
#ifndef OPENALPR_DETECTORMORPH_H
|
||||
#define OPENALPR_DETECTORMORPH_H
|
||||
@@ -31,20 +31,19 @@
|
||||
|
||||
#include "detector.h"
|
||||
|
||||
namespace alpr
|
||||
{
|
||||
namespace alpr {
|
||||
|
||||
class DetectorMorph : public Detector {
|
||||
public:
|
||||
DetectorMorph(Config* config);
|
||||
virtual ~DetectorMorph();
|
||||
class DetectorMorph : public Detector {
|
||||
public:
|
||||
DetectorMorph(Config* config);
|
||||
virtual ~DetectorMorph();
|
||||
|
||||
std::vector<PlateRegion> detect(cv::Mat frame, std::vector<cv::Rect> regionsOfInterest);
|
||||
std::vector<PlateRegion> detect(cv::Mat frame, std::vector<cv::Rect> regionsOfInterest);
|
||||
|
||||
private:
|
||||
bool CheckSizes(cv::RotatedRect& mr);
|
||||
private:
|
||||
bool CheckSizes(cv::RotatedRect& mr);
|
||||
|
||||
};
|
||||
};
|
||||
|
||||
}
|
||||
|
||||
|
Reference in New Issue
Block a user