// Copyright (C) 2011 Davis E. King (davis@dlib.net) // License: Boost Software License See LICENSE.txt for the full license. #ifndef DLIB_BOX_OVERlAP_TESTING_Hh_ #define DLIB_BOX_OVERlAP_TESTING_Hh_ #include "box_overlap_testing_abstract.h" #include "../geometry.h" #include <vector> namespace dlib { // ---------------------------------------------------------------------------------------- inline double box_intersection_over_union ( const drectangle& a, const drectangle& b ) { const double inner = a.intersect(b).area(); if (inner == 0) return 0; const double outer = (a+b).area(); return inner/outer; } // ---------------------------------------------------------------------------------------- inline double box_intersection_over_union ( const rectangle& a, const rectangle& b ) { return box_intersection_over_union(drectangle(a),drectangle(b)); } // ---------------------------------------------------------------------------------------- inline double box_percent_covered ( const drectangle& a, const drectangle& b ) { const double inner = a.intersect(b).area(); if (inner == 0) return 0; return std::max(inner/a.area(), inner/b.area()); } // ---------------------------------------------------------------------------------------- inline double box_percent_covered ( const rectangle& a, const rectangle& b ) { return box_percent_covered(drectangle(a), drectangle(b)); } // ---------------------------------------------------------------------------------------- class test_box_overlap { public: test_box_overlap ( ) : iou_thresh(0.5), percent_covered_thresh(1.0) {} explicit test_box_overlap ( double iou_thresh_, double percent_covered_thresh_ = 1.0 ) : iou_thresh(iou_thresh_), percent_covered_thresh(percent_covered_thresh_) { // make sure requires clause is not broken DLIB_ASSERT(0 <= iou_thresh && iou_thresh <= 1 && 0 <= percent_covered_thresh && percent_covered_thresh <= 1, "\t test_box_overlap::test_box_overlap(iou_thresh, percent_covered_thresh)" << "\n\t Invalid inputs were given to this function " << "\n\t iou_thresh: " << iou_thresh << "\n\t percent_covered_thresh: " << percent_covered_thresh << "\n\t this: " << this ); } bool operator() ( const dlib::rectangle& a, const dlib::rectangle& b ) const { const double inner = a.intersect(b).area(); if (inner == 0) return false; const double outer = (a+b).area(); if (inner/outer > iou_thresh || inner/a.area() > percent_covered_thresh || inner/b.area() > percent_covered_thresh) return true; else return false; } double get_percent_covered_thresh ( ) const { return percent_covered_thresh; } double get_iou_thresh ( ) const { return iou_thresh; } private: double iou_thresh; double percent_covered_thresh; }; // ---------------------------------------------------------------------------------------- inline void serialize ( const test_box_overlap& item, std::ostream& out ) { serialize(item.get_iou_thresh(), out); serialize(item.get_percent_covered_thresh(), out); } inline void deserialize ( test_box_overlap& item, std::istream& in ) { double percent_covered_thresh, iou_thresh; deserialize(iou_thresh, in); deserialize(percent_covered_thresh, in); item = test_box_overlap(iou_thresh, percent_covered_thresh); } // ---------------------------------------------------------------------------------------- inline test_box_overlap find_tight_overlap_tester ( const std::vector<std::vector<rectangle> >& rects ) { double max_pcov = 0; double max_iou_score = 0; for (unsigned long i = 0; i < rects.size(); ++i) { for (unsigned long j = 0; j < rects[i].size(); ++j) { for (unsigned long k = j+1; k < rects[i].size(); ++k) { const rectangle a = rects[i][j]; const rectangle b = rects[i][k]; const double iou_score = (a.intersect(b)).area()/(double)(a+b).area(); const double pcov_a = (a.intersect(b)).area()/(double)(a).area(); const double pcov_b = (a.intersect(b)).area()/(double)(b).area(); if (iou_score > max_iou_score) max_iou_score = iou_score; if (pcov_a > max_pcov) max_pcov = pcov_a; if (pcov_b > max_pcov) max_pcov = pcov_b; } } } // Relax these thresholds very slightly. We do this because on some systems the // boxes that generated the max values erroneously trigger a box overlap iou even // though their percent covered and iou values are *equal* to the thresholds but // not greater. That is, sometimes when double values get moved around they change // their values slightly, so this avoids the problems that can create. max_iou_score = std::min(1.0000001*max_iou_score, 1.0); max_pcov = std::min(1.0000001*max_pcov, 1.0); return test_box_overlap(max_iou_score, max_pcov); } // ---------------------------------------------------------------------------------------- inline bool overlaps_any_box ( const test_box_overlap& tester, const std::vector<rectangle>& rects, const rectangle& rect ) { for (unsigned long i = 0; i < rects.size(); ++i) { if (tester(rects[i],rect)) return true; } return false; } // ---------------------------------------------------------------------------------------- inline bool overlaps_any_box ( const std::vector<rectangle>& rects, const rectangle& rect ) { return overlaps_any_box(test_box_overlap(),rects,rect); } // ---------------------------------------------------------------------------------------- } #endif // DLIB_BOX_OVERlAP_TESTING_Hh_