1 #ifndef OPENCV_TS_PERF_HPP
2 #define OPENCV_TS_PERF_HPP
4 #include "opencv2/ts.hpp"
11 #if !(defined(LOGD) || defined(LOGI) || defined(LOGW) || defined(LOGE))
12 # if defined(__ANDROID__) && defined(USE_ANDROID_LOGGING)
13 # include <android/log.h>
15 # define PERF_TESTS_LOG_TAG "OpenCV_perf"
16 # define LOGD(...) ((void)__android_log_print(ANDROID_LOG_DEBUG, PERF_TESTS_LOG_TAG, __VA_ARGS__))
17 # define LOGI(...) ((void)__android_log_print(ANDROID_LOG_INFO, PERF_TESTS_LOG_TAG, __VA_ARGS__))
18 # define LOGW(...) ((void)__android_log_print(ANDROID_LOG_WARN, PERF_TESTS_LOG_TAG, __VA_ARGS__))
19 # define LOGE(...) ((void)__android_log_print(ANDROID_LOG_ERROR, PERF_TESTS_LOG_TAG, __VA_ARGS__))
21 # define LOGD(_str, ...) do{printf(_str , ## __VA_ARGS__); printf("\n");fflush(stdout);} while(0)
22 # define LOGI(_str, ...) do{printf(_str , ## __VA_ARGS__); printf("\n");fflush(stdout);} while(0)
23 # define LOGW(_str, ...) do{printf(_str , ## __VA_ARGS__); printf("\n");fflush(stdout);} while(0)
24 # define LOGE(_str, ...) do{printf(_str , ## __VA_ARGS__); printf("\n");fflush(stdout);} while(0)
28 // declare major namespaces to avoid errors on unknown namespace
29 namespace cv { namespace cuda {} namespace ocl {} }
35 /*****************************************************************************************\
36 * Predefined typical frame sizes and typical test parameters *
37 \*****************************************************************************************/
38 const cv::Size szQVGA = cv::Size(320, 240);
39 const cv::Size szVGA = cv::Size(640, 480);
40 const cv::Size szSVGA = cv::Size(800, 600);
41 const cv::Size szXGA = cv::Size(1024, 768);
42 const cv::Size szSXGA = cv::Size(1280, 1024);
43 const cv::Size szWQHD = cv::Size(2560, 1440);
45 const cv::Size sznHD = cv::Size(640, 360);
46 const cv::Size szqHD = cv::Size(960, 540);
47 const cv::Size sz240p = szQVGA;
48 const cv::Size sz720p = cv::Size(1280, 720);
49 const cv::Size sz1080p = cv::Size(1920, 1080);
50 const cv::Size sz1440p = szWQHD;
51 const cv::Size sz2160p = cv::Size(3840, 2160);//UHDTV1 4K
52 const cv::Size sz4320p = cv::Size(7680, 4320);//UHDTV2 8K
54 const cv::Size sz3MP = cv::Size(2048, 1536);
55 const cv::Size sz5MP = cv::Size(2592, 1944);
56 const cv::Size sz2K = cv::Size(2048, 2048);
58 const cv::Size szODD = cv::Size(127, 61);
60 const cv::Size szSmall24 = cv::Size(24, 24);
61 const cv::Size szSmall32 = cv::Size(32, 32);
62 const cv::Size szSmall64 = cv::Size(64, 64);
63 const cv::Size szSmall128 = cv::Size(128, 128);
65 #define SZ_ALL_VGA ::testing::Values(::perf::szQVGA, ::perf::szVGA, ::perf::szSVGA)
66 #define SZ_ALL_GA ::testing::Values(::perf::szQVGA, ::perf::szVGA, ::perf::szSVGA, ::perf::szXGA, ::perf::szSXGA)
67 #define SZ_ALL_HD ::testing::Values(::perf::sznHD, ::perf::szqHD, ::perf::sz720p, ::perf::sz1080p)
68 #define SZ_ALL_SMALL ::testing::Values(::perf::szSmall24, ::perf::szSmall32, ::perf::szSmall64, ::perf::szSmall128)
69 #define SZ_ALL ::testing::Values(::perf::szQVGA, ::perf::szVGA, ::perf::szSVGA, ::perf::szXGA, ::perf::szSXGA, ::perf::sznHD, ::perf::szqHD, ::perf::sz720p, ::perf::sz1080p)
70 #define SZ_TYPICAL ::testing::Values(::perf::szVGA, ::perf::szqHD, ::perf::sz720p, ::perf::szODD)
73 #define TYPICAL_MAT_SIZES ::perf::szVGA, ::perf::sz720p, ::perf::sz1080p, ::perf::szODD
74 #define TYPICAL_MAT_TYPES CV_8UC1, CV_8UC4, CV_32FC1
75 #define TYPICAL_MATS testing::Combine( testing::Values( TYPICAL_MAT_SIZES ), testing::Values( TYPICAL_MAT_TYPES ) )
76 #define TYPICAL_MATS_C1 testing::Combine( testing::Values( TYPICAL_MAT_SIZES ), testing::Values( CV_8UC1, CV_32FC1 ) )
77 #define TYPICAL_MATS_C4 testing::Combine( testing::Values( TYPICAL_MAT_SIZES ), testing::Values( CV_8UC4 ) )
80 /*****************************************************************************************\
81 * MatType - printable wrapper over integer 'type' of Mat *
82 \*****************************************************************************************/
86 MatType(int val=0) : _type(val) {}
87 operator int() const {return _type;}
93 /*****************************************************************************************\
94 * CV_ENUM and CV_FLAGS - macro to create printable wrappers for defines and enums *
95 \*****************************************************************************************/
97 #define CV_ENUM(class_name, ...) \
99 using namespace cv;using namespace cv::cuda; using namespace cv::ocl; \
100 struct class_name { \
101 class_name(int val = 0) : val_(val) {} \
102 operator int() const { return val_; } \
103 void PrintTo(std::ostream* os) const { \
104 const int vals[] = { __VA_ARGS__ }; \
105 const char* svals = #__VA_ARGS__; \
106 for(int i = 0, pos = 0; i < (int)(sizeof(vals)/sizeof(int)); ++i) { \
107 while(isspace(svals[pos]) || svals[pos] == ',') ++pos; \
109 while(!(isspace(svals[pos]) || svals[pos] == ',' || svals[pos] == 0)) \
111 if (val_ == vals[i]) { \
112 *os << std::string(svals + start, svals + pos); \
118 static ::testing::internal::ParamGenerator<class_name> all() { \
119 const class_name vals[] = { __VA_ARGS__ }; \
120 return ::testing::ValuesIn(vals); \
124 static inline void PrintTo(const class_name& t, std::ostream* os) { t.PrintTo(os); } }
126 #define CV_FLAGS(class_name, ...) \
128 struct class_name { \
129 class_name(int val = 0) : val_(val) {} \
130 operator int() const { return val_; } \
131 void PrintTo(std::ostream* os) const { \
132 using namespace cv;using namespace cv::cuda; using namespace cv::ocl; \
133 const int vals[] = { __VA_ARGS__ }; \
134 const char* svals = #__VA_ARGS__; \
137 for(int i = 0, pos = 0; i < (int)(sizeof(vals)/sizeof(int)); ++i) { \
138 while(isspace(svals[pos]) || svals[pos] == ',') ++pos; \
140 while(!(isspace(svals[pos]) || svals[pos] == ',' || svals[pos] == 0)) \
142 if ((value & vals[i]) == vals[i]) { \
144 if (first) first = false; else *os << "|"; \
145 *os << std::string(svals + start, svals + pos); \
146 if (!value) return; \
149 if (first) *os << "UNKNOWN"; \
153 static inline void PrintTo(const class_name& t, std::ostream* os) { t.PrintTo(os); } }
155 CV_ENUM(MatDepth, CV_8U, CV_8S, CV_16U, CV_16S, CV_32S, CV_32F, CV_64F, CV_USRTYPE1)
157 /*****************************************************************************************\
158 * Regression control utility for performance testing *
159 \*****************************************************************************************/
166 class CV_EXPORTS Regression
169 static Regression& add(TestBase* test, const std::string& name, cv::InputArray array, double eps = DBL_EPSILON, ERROR_TYPE err = ERROR_ABSOLUTE);
170 static Regression& addMoments(TestBase* test, const std::string& name, const cv::Moments & array, double eps = DBL_EPSILON, ERROR_TYPE err = ERROR_ABSOLUTE);
171 static Regression& addKeypoints(TestBase* test, const std::string& name, const std::vector<cv::KeyPoint>& array, double eps = DBL_EPSILON, ERROR_TYPE err = ERROR_ABSOLUTE);
172 static Regression& addMatches(TestBase* test, const std::string& name, const std::vector<cv::DMatch>& array, double eps = DBL_EPSILON, ERROR_TYPE err = ERROR_ABSOLUTE);
173 static void Init(const std::string& testSuitName, const std::string& ext = ".xml");
175 Regression& operator() (const std::string& name, cv::InputArray array, double eps = DBL_EPSILON, ERROR_TYPE err = ERROR_ABSOLUTE);
178 static Regression& instance();
182 Regression(const Regression&);
183 Regression& operator=(const Regression&);
185 cv::RNG regRNG;//own random numbers generator to make collection and verification work identical
186 std::string storageInPath;
187 std::string storageOutPath;
188 cv::FileStorage storageIn;
189 cv::FileStorage storageOut;
191 std::string currentTestNodeName;
192 std::string suiteName;
194 cv::FileStorage& write();
196 static std::string getCurrentTestNodeName();
197 static bool isVector(cv::InputArray a);
198 static double getElem(cv::Mat& m, int x, int y, int cn = 0);
200 void init(const std::string& testSuitName, const std::string& ext);
201 void write(cv::InputArray array);
202 void write(cv::Mat m);
203 void verify(cv::FileNode node, cv::InputArray array, double eps, ERROR_TYPE err);
204 void verify(cv::FileNode node, cv::Mat actual, double eps, std::string argname, ERROR_TYPE err);
207 #define SANITY_CHECK(array, ...) ::perf::Regression::add(this, #array, array , ## __VA_ARGS__)
208 #define SANITY_CHECK_MOMENTS(array, ...) ::perf::Regression::addMoments(this, #array, array , ## __VA_ARGS__)
209 #define SANITY_CHECK_KEYPOINTS(array, ...) ::perf::Regression::addKeypoints(this, #array, array , ## __VA_ARGS__)
210 #define SANITY_CHECK_MATCHES(array, ...) ::perf::Regression::addMatches(this, #array, array , ## __VA_ARGS__)
211 #define SANITY_CHECK_NOTHING() this->setVerified()
213 class CV_EXPORTS GpuPerf
216 static bool targetDevice();
219 #define PERF_RUN_CUDA() ::perf::GpuPerf::targetDevice()
221 /*****************************************************************************************\
222 * Container for performance metrics *
223 \*****************************************************************************************/
224 typedef struct CV_EXPORTS performance_metrics
228 unsigned int samples;
229 unsigned int outliers;
231 double gstddev;//stddev for log(time)
237 int terminationReason;
245 TERM_SKIP_TEST = 4, // there are some limitations and test should be skipped
249 performance_metrics();
251 } performance_metrics;
254 /*****************************************************************************************\
255 * Strategy for performance measuring *
256 \*****************************************************************************************/
259 PERF_STRATEGY_DEFAULT = -1,
260 PERF_STRATEGY_BASE = 0,
261 PERF_STRATEGY_SIMPLE = 1
265 /*****************************************************************************************\
266 * Base fixture for performance tests *
267 \*****************************************************************************************/
268 #ifdef CV_COLLECT_IMPL_DATA
269 // Implementation collection processing class.
270 // Accumulates and shapes implementation data.
271 typedef struct ImplData
278 std::vector<int> implCode;
279 std::vector<cv::String> funName;
289 ipp = icv = ocl = ipp_mt = false;
296 flagsToVars(cv::getImpl(implCode, funName));
299 std::vector<cv::String> GetCallsForImpl(int impl)
301 std::vector<cv::String> out;
303 for(int i = 0; i < (int)implCode.size(); i++)
305 if(impl == implCode[i])
306 out.push_back(funName[i]);
311 // Remove duplicate entries
314 std::vector<int> savedCode;
315 std::vector<cv::String> savedName;
317 for(int i = 0; i < (int)implCode.size(); i++)
320 for(int j = 0; j < (int)savedCode.size(); j++)
322 if(implCode[i] == savedCode[j] && !funName[i].compare(savedName[j]))
330 savedCode.push_back(implCode[i]);
331 savedName.push_back(funName[i]);
335 implCode = savedCode;
339 // convert flags register to more handy variables
340 void flagsToVars(int flags)
342 #if defined(HAVE_IPP_ICV)
344 icv = ((flags&CV_IMPL_IPP) > 0);
346 ipp = ((flags&CV_IMPL_IPP) > 0);
349 ipp_mt = ((flags&CV_IMPL_MT) > 0);
350 ocl = ((flags&CV_IMPL_OCL) > 0);
351 plain = (flags == 0);
357 #ifdef ENABLE_INSTRUMENTATION
361 static ::cv::String treeToString();
362 static void printTree();
366 class CV_EXPORTS TestBase: public ::testing::Test
371 static void Init(int argc, const char* const argv[]);
372 static void Init(const std::vector<std::string> & availableImpls,
373 int argc, const char* const argv[]);
374 static void RecordRunParameters();
375 static std::string getDataPath(const std::string& relativePath);
376 static std::string getSelectedImpl();
378 static enum PERF_STRATEGY getCurrentModulePerformanceStrategy();
379 static enum PERF_STRATEGY setModulePerformanceStrategy(enum PERF_STRATEGY strategy);
381 class PerfSkipTestException: public cv::Exception
384 int dummy; // workaround for MacOSX Xcode 7.3 bug (don't make class "empty")
385 PerfSkipTestException() : dummy(0) {}
389 virtual void PerfTestBody() = 0;
391 virtual void SetUp();
392 virtual void TearDown();
394 bool startTimer(); // bool is dummy for conditional loop
398 PERF_STRATEGY getCurrentPerformanceStrategy() const;
408 void reportMetrics(bool toJUnitXML = false);
409 static void warmup(cv::InputOutputArray a, WarmUpType wtype = WARMUP_READ);
411 performance_metrics& calcMetrics();
413 void RunPerfTestBody();
415 #ifdef CV_COLLECT_IMPL_DATA
418 #ifdef ENABLE_INSTRUMENTATION
419 InstumentData instrConf;
423 typedef std::vector<std::pair<int, cv::Size> > SizeVector;
424 typedef std::vector<int64> TimeVector;
426 SizeVector inputData;
427 SizeVector outputData;
428 unsigned int getTotalInputSize() const;
429 unsigned int getTotalOutputSize() const;
431 enum PERF_STRATEGY testStrategy;
437 static int64 timeLimitDefault;
438 static unsigned int iterationsLimitDefault;
440 unsigned int minIters;
442 unsigned int currentIter;
443 unsigned int runsPerIteration;
444 unsigned int perfValidationStage;
446 performance_metrics metrics;
447 void validateMetrics();
449 static int64 _timeadjustment;
450 static int64 _calibrate();
452 static void warmup_impl(cv::Mat m, WarmUpType wtype);
453 static int getSizeInBytes(cv::InputArray a);
454 static cv::Size getSize(cv::InputArray a);
455 static void declareArray(SizeVector& sizes, cv::InputOutputArray a, WarmUpType wtype);
457 class CV_EXPORTS _declareHelper
460 _declareHelper& in(cv::InputOutputArray a1, WarmUpType wtype = WARMUP_READ);
461 _declareHelper& in(cv::InputOutputArray a1, cv::InputOutputArray a2, WarmUpType wtype = WARMUP_READ);
462 _declareHelper& in(cv::InputOutputArray a1, cv::InputOutputArray a2, cv::InputOutputArray a3, WarmUpType wtype = WARMUP_READ);
463 _declareHelper& in(cv::InputOutputArray a1, cv::InputOutputArray a2, cv::InputOutputArray a3, cv::InputOutputArray a4, WarmUpType wtype = WARMUP_READ);
465 _declareHelper& out(cv::InputOutputArray a1, WarmUpType wtype = WARMUP_WRITE);
466 _declareHelper& out(cv::InputOutputArray a1, cv::InputOutputArray a2, WarmUpType wtype = WARMUP_WRITE);
467 _declareHelper& out(cv::InputOutputArray a1, cv::InputOutputArray a2, cv::InputOutputArray a3, WarmUpType wtype = WARMUP_WRITE);
468 _declareHelper& out(cv::InputOutputArray a1, cv::InputOutputArray a2, cv::InputOutputArray a3, cv::InputOutputArray a4, WarmUpType wtype = WARMUP_WRITE);
470 _declareHelper& iterations(unsigned int n);
471 _declareHelper& time(double timeLimitSecs);
472 _declareHelper& tbb_threads(int n = -1);
473 _declareHelper& runs(unsigned int runsNumber);
475 _declareHelper& strategy(enum PERF_STRATEGY s);
478 _declareHelper(TestBase* t);
479 _declareHelper(const _declareHelper&);
480 _declareHelper& operator=(const _declareHelper&);
481 friend class TestBase;
483 friend class _declareHelper;
488 _declareHelper declare;
490 void setVerified() { this->verified = true; }
493 template<typename T> class TestBaseWithParam: public TestBase, public ::testing::WithParamInterface<T> {};
495 typedef std::tr1::tuple<cv::Size, MatType> Size_MatType_t;
496 typedef TestBaseWithParam<Size_MatType_t> Size_MatType;
498 /*****************************************************************************************\
499 * Print functions for googletest *
500 \*****************************************************************************************/
501 CV_EXPORTS void PrintTo(const MatType& t, std::ostream* os);
508 CV_EXPORTS void PrintTo(const String& str, ::std::ostream* os);
509 CV_EXPORTS void PrintTo(const Size& sz, ::std::ostream* os);
514 /*****************************************************************************************\
515 * Macro definitions for performance tests *
516 \*****************************************************************************************/
517 #define PERF_PROXY_NAMESPACE_NAME_(test_case_name, test_name) \
518 test_case_name##_##test_name##_perf_namespace_proxy
520 // Defines a performance test.
522 // The first parameter is the name of the test case, and the second
523 // parameter is the name of the test within the test case.
525 // The user should put his test code between braces after using this
528 // PERF_TEST(FooTest, InitializesCorrectly) {
530 // EXPECT_TRUE(foo.StatusIsOK());
532 #define PERF_TEST(test_case_name, test_name)\
533 namespace PERF_PROXY_NAMESPACE_NAME_(test_case_name, test_name) {\
534 class TestBase {/*compile error for this class means that you are trying to use perf::TestBase as a fixture*/};\
535 class test_case_name : public ::perf::TestBase {\
539 virtual void PerfTestBody();\
541 TEST_F(test_case_name, test_name){ CV_TRACE_REGION("PERF_TEST: " #test_case_name "_" #test_name); RunPerfTestBody(); }\
543 void PERF_PROXY_NAMESPACE_NAME_(test_case_name, test_name)::test_case_name::PerfTestBody()
545 // Defines a performance test that uses a test fixture.
547 // The first parameter is the name of the test fixture class, which
548 // also doubles as the test case name. The second parameter is the
549 // name of the test within the test case.
551 // A test fixture class must be declared earlier. The user should put
552 // his test code between braces after using this macro. Example:
554 // class FooTest : public ::perf::TestBase {
556 // virtual void SetUp() { TestBase::SetUp(); b_.AddElement(3); }
562 // PERF_TEST_F(FooTest, InitializesCorrectly) {
563 // EXPECT_TRUE(a_.StatusIsOK());
566 // PERF_TEST_F(FooTest, ReturnsElementCountCorrectly) {
567 // EXPECT_EQ(0, a_.size());
568 // EXPECT_EQ(1, b_.size());
570 #define PERF_TEST_F(fixture, testname) \
571 namespace PERF_PROXY_NAMESPACE_NAME_(fixture, testname) {\
572 class TestBase {/*compile error for this class means that you are trying to use perf::TestBase as a fixture*/};\
573 class fixture : public ::fixture {\
577 virtual void PerfTestBody();\
579 TEST_F(fixture, testname){ CV_TRACE_REGION("PERF_TEST: " #fixture "_" #testname); RunPerfTestBody(); }\
581 void PERF_PROXY_NAMESPACE_NAME_(fixture, testname)::fixture::PerfTestBody()
583 // Defines a parametrized performance test.
585 // The first parameter is the name of the test fixture class, which
586 // also doubles as the test case name. The second parameter is the
587 // name of the test within the test case.
589 // The user should put his test code between braces after using this
592 // typedef ::perf::TestBaseWithParam<cv::Size> FooTest;
594 // PERF_TEST_P(FooTest, DoTestingRight, ::testing::Values(::perf::szVGA, ::perf::sz720p) {
595 // cv::Mat b(GetParam(), CV_8U, cv::Scalar(10));
596 // cv::Mat a(GetParam(), CV_8U, cv::Scalar(20));
597 // cv::Mat c(GetParam(), CV_8U, cv::Scalar(0));
599 // declare.in(a, b).out(c).time(0.5);
601 // TEST_CYCLE() cv::add(a, b, c);
605 #define PERF_TEST_P(fixture, name, params) \
606 class fixture##_##name : public fixture {\
608 fixture##_##name() {}\
610 virtual void PerfTestBody();\
612 TEST_P(fixture##_##name, name /*perf*/){ CV_TRACE_REGION("PERF_TEST: " #fixture "_" #name); RunPerfTestBody(); }\
613 INSTANTIATE_TEST_CASE_P(/*none*/, fixture##_##name, params);\
614 void fixture##_##name::PerfTestBody()
616 #ifndef __CV_TEST_EXEC_ARGS
617 #if defined(_MSC_VER) && (_MSC_VER <= 1400)
618 #define __CV_TEST_EXEC_ARGS(...) \
619 while (++argc >= (--argc,-1)) {__VA_ARGS__; break;} /*this ugly construction is needed for VS 2005*/
621 #define __CV_TEST_EXEC_ARGS(...) \
627 namespace cvtest { namespace ocl {
628 void dumpOpenCLDevice();
630 #define TEST_DUMP_OCL_INFO cvtest::ocl::dumpOpenCLDevice();
632 #define TEST_DUMP_OCL_INFO
636 #define CV_PERF_TEST_MAIN_INTERNALS(modulename, impls, ...) \
637 CV_TRACE_FUNCTION(); \
638 { CV_TRACE_REGION("INIT"); \
639 ::perf::Regression::Init(#modulename); \
640 ::perf::TestBase::Init(std::vector<std::string>(impls, impls + sizeof impls / sizeof *impls), \
642 ::testing::InitGoogleTest(&argc, argv); \
643 cvtest::printVersionInfo(); \
644 ::testing::Test::RecordProperty("cv_module_name", #modulename); \
645 ::perf::TestBase::RecordRunParameters(); \
646 __CV_TEST_EXEC_ARGS(__VA_ARGS__) \
649 return RUN_ALL_TESTS();
651 // impls must be an array, not a pointer; "plain" should always be one of the implementations
652 #define CV_PERF_TEST_MAIN_WITH_IMPLS(modulename, impls, ...) \
653 int main(int argc, char **argv)\
655 CV_PERF_TEST_MAIN_INTERNALS(modulename, impls, __VA_ARGS__)\
658 #define CV_PERF_TEST_MAIN(modulename, ...) \
659 int main(int argc, char **argv)\
661 const char * plain_only[] = { "plain" };\
662 CV_PERF_TEST_MAIN_INTERNALS(modulename, plain_only, __VA_ARGS__)\
666 #define TEST_CYCLE_N(n) for(declare.iterations(n); next() && startTimer(); stopTimer())
668 #define TEST_CYCLE() for(; next() && startTimer(); stopTimer())
670 #define TEST_CYCLE_MULTIRUN(runsNum) for(declare.runs(runsNum); next() && startTimer(); stopTimer()) for(int r = 0; r < runsNum; ++r)
672 #define PERF_SAMPLE_BEGIN() \
673 for(; next() && startTimer(); stopTimer()) \
675 CV_TRACE_REGION("iteration");
676 #define PERF_SAMPLE_END() \
681 namespace comparators
685 struct CV_EXPORTS RectLess_ :
686 public std::binary_function<cv::Rect_<T>, cv::Rect_<T>, bool>
688 bool operator()(const cv::Rect_<T>& r1, const cv::Rect_<T>& r2) const
690 return r1.x < r2.x ||
691 (r1.x == r2.x && r1.y < r2.y) ||
692 (r1.x == r2.x && r1.y == r2.y && r1.width < r2.width) ||
693 (r1.x == r2.x && r1.y == r2.y && r1.width == r2.width && r1.height < r2.height);
697 typedef RectLess_<int> RectLess;
699 struct CV_EXPORTS KeypointGreater :
700 public std::binary_function<cv::KeyPoint, cv::KeyPoint, bool>
702 bool operator()(const cv::KeyPoint& kp1, const cv::KeyPoint& kp2) const
704 if (kp1.response > kp2.response) return true;
705 if (kp1.response < kp2.response) return false;
706 if (kp1.size > kp2.size) return true;
707 if (kp1.size < kp2.size) return false;
708 if (kp1.octave > kp2.octave) return true;
709 if (kp1.octave < kp2.octave) return false;
710 if (kp1.pt.y < kp2.pt.y) return false;
711 if (kp1.pt.y > kp2.pt.y) return true;
712 return kp1.pt.x < kp2.pt.x;
716 } //namespace comparators
718 void CV_EXPORTS sort(std::vector<cv::KeyPoint>& pts, cv::InputOutputArray descriptors);
721 #endif //OPENCV_TS_PERF_HPP