niobures's picture
ffmpeg (v6.0/v7.x), gensim, numpy, opencv
be94e5d verified
// This file is part of OpenCV project.
// It is subject to the license terms in the LICENSE file found in the top-level directory
// of this distribution and at http://opencv.org/license.html
#include "opencv2/imgproc.hpp"
#include "precomp.hpp"
#include "opencv2/core/hal/intrin.hpp"
#include "opencv2/core/check.hpp"
#include "opencv2/core/utils/logger.hpp"
#include <iostream>
#include <array>
#include <limits>
#include <map>
#include "contours_common.hpp"
using namespace std;
using namespace cv;
//==============================================================================
namespace {
template <typename T>
struct Trait
{
};
static const schar MASK8_RIGHT = '\x80'; // 1000 0000
static const schar MASK8_NEW = '\x02'; // 0000 0010 (+2)
static const schar MASK8_FLAGS = '\xFE'; // 1111 1110 (-2)
static const schar MASK8_BLACK = '\x01'; // 0000 0001 - black pixel
static const schar MASK8_LVAL = '\x7F'; // 0111 1111 (for table)
template <>
struct Trait<schar>
{
static inline bool checkValue(const schar* elem, const schar*)
{
return *elem != 0;
}
static inline bool isVal(const schar* elem, const schar*)
{
return *elem == MASK8_BLACK;
}
static inline bool isRight(const schar* elem, const schar*)
{
return (*elem & MASK8_RIGHT) != 0;
}
static inline void setRightFlag(schar* elem, const schar*, schar nbd)
{
*elem = nbd | MASK8_RIGHT;
}
static inline void setNewFlag(schar* elem, const schar*, schar nbd)
{
*elem = nbd;
}
};
static const int MASK_RIGHT = 0x80000000; // 100..000
static const int MASK_NEW = 0x40000000; // 010..000
static const int MASK_FLAGS = 0xC0000000; // right + new
static const int MASK_VAL = 0x3FFFFFFF; // ~flags - pixel label
template <>
struct Trait<int>
{
static inline bool checkValue(const int* elem, const int* elem0)
{
return (*elem & MASK_VAL) == (*elem0 & MASK_VAL);
}
static inline bool isVal(const int* elem, const int* elem0)
{
return *elem == (*elem0 & MASK_VAL);
}
static inline bool isRight(const int* elem, const int* elem0)
{
return (*elem & MASK_RIGHT) == (*elem0 & MASK8_RIGHT);
}
static inline void setRightFlag(int* elem, const int* elem0, int)
{
*elem = (*elem0 & MASK_VAL) | MASK_NEW | MASK_RIGHT;
}
static inline void setNewFlag(int* elem, const int* elem0, int)
{
*elem = (*elem0 & MASK_VAL) | MASK_NEW;
}
};
} // namespace
//==============================================================================
namespace {
template <typename T>
static bool icvTraceContour(Mat& image, const Point& start, const Point& end, bool isHole)
{
const T* stop_ptr = image.ptr<T>(end.y, end.x);
const size_t step = image.step1();
const T *i0 = image.ptr<T>(start.y, start.x), *i1, *i3, *i4 = NULL;
const schar s_end = isHole ? 0 : 4;
schar s = s_end;
do
{
s = (s - 1) & 7;
i1 = i0 + getDelta(s, step);
}
while (!Trait<T>::checkValue(i1, i0) && s != s_end);
i3 = i0;
// check single pixel domain
if (s != s_end)
{
// follow border
for (;;)
{
CV_Assert(i3 != NULL);
s = clamp_direction(s);
while (s < MAX_SIZE - 1)
{
++s;
i4 = i3 + getDelta(s, step);
CV_Assert(i4 != NULL);
if (Trait<T>::checkValue(i4, i0))
break;
}
if (i3 == stop_ptr)
{
if (!Trait<T>::isRight(i3, i0))
{
// it's the only contour
return true;
}
// check if this is the last contour
// encountered during a raster scan
const T* i5;
schar t = s;
while (true)
{
t = (t - 1) & 7;
i5 = i3 + getDelta(t, step);
if (*i5 != 0)
break;
if (t == 0)
return true;
}
}
if ((i4 == i0 && i3 == i1))
break;
i3 = i4;
s = (s + 4) & 7;
} // end of border following loop
}
else
{
return i3 == stop_ptr;
}
return false;
}
template <typename T>
static void icvFetchContourEx(Mat& image,
const Point& start,
T nbd,
Contour& res_contour,
const bool isDirect)
{
const size_t step = image.step1();
T *i0 = image.ptr<T>(start.y, start.x), *i1, *i3, *i4 = NULL;
Point pt = res_contour.origin;
cv::Rect rect(pt.x, pt.y, pt.x, pt.y);
schar s_end = res_contour.isHole ? 0 : 4;
schar s = s_end;
do
{
s = (s - 1) & 7;
i1 = i0 + getDelta(s, step);
}
while (!Trait<T>::checkValue(i1, i0) && s != s_end);
if (s == s_end)
{
Trait<T>::setRightFlag(i0, i0, nbd);
if (!res_contour.isChain)
{
res_contour.pts.push_back(pt);
}
}
else
{
i3 = i0;
schar prev_s = s ^ 4;
// follow border
for (;;)
{
s_end = s;
s = clamp_direction(s);
while (s < MAX_SIZE - 1)
{
++s;
i4 = i3 + getDelta(s, step);
CV_Assert(i4 != NULL);
if (Trait<T>::checkValue(i4, i0))
break;
}
s &= 7;
// check "right" bound
if ((unsigned)(s - 1) < (unsigned)s_end)
{
Trait<T>::setRightFlag(i3, i0, nbd);
}
else if (Trait<T>::isVal(i3, i0))
{
Trait<T>::setNewFlag(i3, i0, nbd);
}
if (res_contour.isChain)
{
res_contour.codes.push_back(s);
}
else if (s != prev_s || isDirect)
{
res_contour.pts.push_back(pt);
}
if (s != prev_s)
{
// update bounds
if (pt.x < rect.x)
rect.x = pt.x;
else if (pt.x > rect.width)
rect.width = pt.x;
if (pt.y < rect.y)
rect.y = pt.y;
else if (pt.y > rect.height)
rect.height = pt.y;
}
prev_s = s;
pt += chainCodeDeltas[s];
if (i4 == i0 && i3 == i1)
break;
i3 = i4;
s = (s + 4) & 7;
}
}
rect.width -= rect.x - 1;
rect.height -= rect.y - 1;
res_contour.brect = rect;
}
} // namespace
//==============================================================================
//
// Raster->Chain Tree (Suzuki algorithms)
//
// Structure that is used for sequential retrieving contours from the image.
// It supports both hierarchical and plane variants of Suzuki algorithm.
struct ContourScanner_
{
Mat image;
Point offset; // ROI offset: coordinates, added to each contour point
Point pt; // current scanner position
Point lnbd; // position of the last met contour
schar nbd; // current mark val
int approx_method1; // approx method when tracing
int approx_method2; // final approx method
int mode;
CTree tree;
array<int, 128> ctable;
public:
ContourScanner_() {}
~ContourScanner_() {}
inline bool isInt() const
{
return (this->mode == RETR_FLOODFILL);
}
inline bool isSimple() const
{
return (this->mode == RETR_EXTERNAL || this->mode == RETR_LIST);
}
CNode& makeContour(schar& nbd_, const bool is_hole, const int x, const int y);
bool contourScan(const int prev, int& p, Point& last_pos, const int x, const int y);
int findFirstBoundingContour(const Point& last_pos, const int y, const int lval, int par);
int findNextX(int x, int y, int& prev, int& p);
bool findNext();
static shared_ptr<ContourScanner_> create(Mat img, int mode, int method, Point offset);
}; // class ContourScanner_
typedef shared_ptr<ContourScanner_> ContourScanner;
shared_ptr<ContourScanner_> ContourScanner_::create(Mat img, int mode, int method, Point offset)
{
if (mode == RETR_CCOMP && img.type() == CV_32SC1)
mode = RETR_FLOODFILL;
if (mode == RETR_FLOODFILL)
CV_CheckTypeEQ(img.type(), CV_32SC1, "RETR_FLOODFILL mode supports only CV_32SC1 images");
else
CV_CheckTypeEQ(img.type(),
CV_8UC1,
"Modes other than RETR_FLOODFILL and RETR_CCOMP support only CV_8UC1 "
"images");
CV_Check(mode,
mode == RETR_EXTERNAL || mode == RETR_LIST || mode == RETR_CCOMP ||
mode == RETR_TREE || mode == RETR_FLOODFILL,
"Wrong extraction mode");
CV_Check(method,
method == 0 || method == CHAIN_APPROX_NONE || method == CHAIN_APPROX_SIMPLE ||
method == CHAIN_APPROX_TC89_L1 || method == CHAIN_APPROX_TC89_KCOS,
"Wrong approximation method");
Size size = img.size();
CV_Assert(size.height >= 1);
shared_ptr<ContourScanner_> scanner = make_shared<ContourScanner_>();
scanner->image = img;
scanner->mode = mode;
scanner->offset = offset;
scanner->pt = Point(1, 1);
scanner->lnbd = Point(0, 1);
scanner->nbd = 2;
CNode& root = scanner->tree.newElem();
CV_Assert(root.self() == 0);
root.body.isHole = true;
root.body.brect = Rect(Point(0, 0), size);
scanner->ctable.fill(-1);
scanner->approx_method2 = scanner->approx_method1 = method;
if (method == CHAIN_APPROX_TC89_L1 || method == CHAIN_APPROX_TC89_KCOS)
scanner->approx_method1 = CV_CHAIN_CODE;
return scanner;
}
CNode& ContourScanner_::makeContour(schar& nbd_, const bool is_hole, const int x, const int y)
{
const bool isChain = (this->approx_method1 == CV_CHAIN_CODE); // TODO: get rid of old constant
const bool isDirect = (this->approx_method1 == CHAIN_APPROX_NONE);
const Point start_pt(x - (is_hole ? 1 : 0), y);
CNode& res = tree.newElem();
if (isChain)
res.body.codes.reserve(200);
else
res.body.pts.reserve(200);
res.body.isHole = is_hole;
res.body.isChain = isChain;
res.body.origin = start_pt + offset;
if (isSimple())
{
icvFetchContourEx<schar>(this->image, start_pt, MASK8_NEW, res.body, isDirect);
}
else
{
schar lval;
if (isInt())
{
const int start_val = this->image.at<int>(start_pt);
lval = start_val & MASK8_LVAL;
icvFetchContourEx<int>(this->image, start_pt, 0, res.body, isDirect);
}
else
{
lval = nbd_;
// change nbd
nbd_ = (nbd_ + 1) & MASK8_LVAL;
if (nbd_ == 0)
nbd_ = MASK8_BLACK | MASK8_NEW;
icvFetchContourEx<schar>(this->image, start_pt, lval, res.body, isDirect);
}
res.body.brect.x -= this->offset.x;
res.body.brect.y -= this->offset.y;
res.ctable_next = this->ctable[lval];
this->ctable[lval] = res.self();
}
const Point prev_origin = res.body.origin;
res.body.origin = start_pt;
if (this->approx_method1 != this->approx_method2)
{
CV_Assert(res.body.isChain);
res.body.pts = approximateChainTC89(res.body.codes, prev_origin, this->approx_method2);
res.body.isChain = false;
}
return res;
}
bool ContourScanner_::contourScan(const int prev, int& p, Point& last_pos, const int x, const int y)
{
bool is_hole = false;
/* if not external contour */
if (isInt())
{
if (!(((prev & MASK_FLAGS) != 0 || prev == 0) && (p & MASK_FLAGS) == 0))
{
if ((prev & MASK_FLAGS) != 0 || ((p & MASK_FLAGS) != 0))
return false;
if (prev & MASK_FLAGS)
{
last_pos.x = x - 1;
}
is_hole = true;
}
}
else
{
if (!(prev == 0 && p == 1))
{
if (p != 0 || prev < 1)
return false;
if (prev & MASK8_FLAGS)
{
last_pos.x = x - 1;
}
is_hole = true;
}
}
if (mode == RETR_EXTERNAL && (is_hole || this->image.at<schar>(last_pos) > 0))
{
return false;
}
/* find contour parent */
int main_parent = -1;
if (isSimple() || (!is_hole && (mode == RETR_CCOMP || mode == RETR_FLOODFILL)) ||
last_pos.x <= 0)
{
main_parent = 0;
}
else
{
int lval;
if (isInt())
lval = this->image.at<int>(last_pos.y, last_pos.x) & MASK8_LVAL;
else
lval = this->image.at<schar>(last_pos.y, last_pos.x) & MASK8_LVAL;
main_parent = findFirstBoundingContour(last_pos, y, lval, main_parent);
// if current contour is a hole and previous contour is a hole or
// current contour is external and previous contour is external then
// the parent of the contour is the parent of the previous contour else
// the parent is the previous contour itself.
{
CNode& main_parent_elem = tree.elem(main_parent);
if (main_parent_elem.body.isHole == is_hole)
{
if (main_parent_elem.parent != -1)
{
main_parent = main_parent_elem.parent;
}
else
{
main_parent = 0;
}
}
}
// hole flag of the parent must differ from the flag of the contour
{
CNode& main_parent_elem = tree.elem(main_parent);
CV_Assert(main_parent_elem.body.isHole != is_hole);
}
}
last_pos.x = x - (is_hole ? 1 : 0);
schar nbd_ = this->nbd;
CNode& new_contour = makeContour(nbd_, is_hole, x, y);
if (new_contour.parent == -1)
{
tree.addChild(main_parent, new_contour.self());
}
this->pt.x = !isInt() ? (x + 1) : (x + 1 - (is_hole ? 1 : 0));
this->pt.y = y;
this->nbd = nbd_;
return true;
}
int ContourScanner_::findFirstBoundingContour(const Point& last_pos,
const int y,
const int lval,
int par)
{
const Point end_point(last_pos.x, y);
int res = par;
int cur = ctable[lval];
while (cur != -1)
{
CNode& cur_elem = tree.elem(cur);
if (((last_pos.x - cur_elem.body.brect.x) < cur_elem.body.brect.width) &&
((last_pos.y - cur_elem.body.brect.y) < cur_elem.body.brect.height))
{
if (res != -1)
{
CNode& res_elem = tree.elem(res);
const Point origin = res_elem.body.origin;
const bool isHole = res_elem.body.isHole;
if (isInt())
{
if (icvTraceContour<int>(this->image, origin, end_point, isHole))
break;
}
else
{
if (icvTraceContour<schar>(this->image, origin, end_point, isHole))
break;
}
}
res = cur;
}
cur = cur_elem.ctable_next;
}
return res;
}
int ContourScanner_::findNextX(int x, int y, int& prev, int& p)
{
const int width = this->image.size().width - 1;
if (isInt())
{
for (; x < width &&
((p = this->image.at<int>(y, x)) == prev || (p & MASK_VAL) == (prev & MASK_VAL));
x++)
prev = p;
}
else
{
#if (CV_SIMD || CV_SIMD_SCALABLE)
if ((p = this->image.at<schar>(y, x)) != prev)
{
return x;
}
else
{
v_uint8 v_prev = vx_setall_u8((uchar)prev);
for (; x <= width - VTraits<v_uint8>::vlanes(); x += VTraits<v_uint8>::vlanes())
{
v_uint8 vmask = (v_ne(vx_load(this->image.ptr<uchar>(y, x)), v_prev));
if (v_check_any(vmask))
{
x += v_scan_forward(vmask);
p = this->image.at<schar>(y, x);
return x;
}
}
}
#endif
for (; x < width && (p = this->image.at<schar>(y, x)) == prev; x++)
;
}
return x;
}
bool ContourScanner_::findNext()
{
int x = this->pt.x;
int y = this->pt.y;
int width = this->image.size().width - 1;
int height = this->image.size().height - 1;
Point last_pos = this->lnbd;
int prev = isInt() ? this->image.at<int>(y, x - 1) : this->image.at<schar>(y, x - 1);
for (; y < height; y++)
{
int p = 0;
for (; x < width; x++)
{
x = findNextX(x, y, prev, p);
if (x >= width)
break;
if (contourScan(prev, p, last_pos, x, y))
{
this->lnbd = last_pos;
return true;
}
else
{
prev = p;
if ((isInt() && (prev & MASK_FLAGS)) || (!isInt() && (prev & MASK8_FLAGS)))
{
last_pos.x = x;
}
}
}
last_pos = Point(0, y + 1);
x = 1;
prev = 0;
}
return false;
}
//==============================================================================
void cv::findContours(InputArray _image,
OutputArrayOfArrays _contours,
OutputArray _hierarchy,
int mode,
int method,
Point offset)
{
CV_INSTRUMENT_REGION();
// TODO: remove this block in future
if (method == 5 /*CV_LINK_RUNS*/)
{
CV_LOG_ONCE_WARNING(NULL,
"LINK_RUNS mode has been extracted to separate function: "
"cv::findContoursLinkRuns. "
"Calling through cv::findContours will be removed in future.");
CV_CheckTrue(!_hierarchy.needed() || mode == RETR_CCOMP,
"LINK_RUNS mode supports only simplified hierarchy output (mode=RETR_CCOMP)");
findContoursLinkRuns(_image, _contours, _hierarchy);
return;
}
// TODO: need enum value, need way to return contour starting points with chain codes
if (method == 0 /*CV_CHAIN_CODE*/)
{
CV_LOG_ONCE_WARNING(NULL,
"Chain code output is an experimental feature and might change in "
"future!");
}
// Sanity check: output must be of type vector<vector<Point>>
CV_Assert((_contours.kind() == _InputArray::STD_VECTOR_VECTOR) ||
(_contours.kind() == _InputArray::STD_VECTOR_MAT) ||
(_contours.kind() == _InputArray::STD_VECTOR_UMAT));
const int res_type = (method == 0 /*CV_CHAIN_CODE*/) ? CV_8SC1 : CV_32SC2;
if (!_contours.empty())
{
CV_CheckTypeEQ(_contours.type(),
res_type,
"Contours must have type CV_8SC1 (chain code) or CV_32SC2 (other methods)");
}
if (_hierarchy.needed())
_hierarchy.clear();
// preprocess
Mat image;
copyMakeBorder(_image, image, 1, 1, 1, 1, BORDER_CONSTANT | BORDER_ISOLATED, Scalar(0));
if (image.type() != CV_32SC1)
threshold(image, image, 0, 1, THRESH_BINARY);
// find contours
ContourScanner scanner = ContourScanner_::create(image, mode, method, offset + Point(-1, -1));
while (scanner->findNext())
{
}
contourTreeToResults(scanner->tree, res_type, _contours, _hierarchy);
}
void cv::findContours(InputArray _image,
OutputArrayOfArrays _contours,
int mode,
int method,
Point offset)
{
CV_INSTRUMENT_REGION();
findContours(_image, _contours, noArray(), mode, method, offset);
}