(* /***************************************************************** // Delphi-OpenCV Demo // Copyright (C) 2013 Project Delphi-OpenCV // **************************************************************** // Contributor: // laentir Valetov // email:laex@bk.ru // **************************************************************** // You may retrieve the latest version of this file at the GitHub, // located at git://github.com/Laex/Delphi-OpenCV.git // **************************************************************** // The contents of this file are used with permission, subject to // the Mozilla Public License Version 1.1 (the "License"); you may // not use this file except in compliance with the License. You may // obtain a copy of the License at // http://www.mozilla.org/MPL/MPL-1_1Final.html // // Software distributed under the License is distributed on an // "AS IS" basis, WITHOUT WARRANTY OF ANY KIND, either express or // implied. See the License for the specific language governing // rights and limitations under the License. // *************************************************************** *) // JCL_DEBUG_EXPERT_GENERATEJDBG OFF // JCL_DEBUG_EXPERT_INSERTJDBG OFF // JCL_DEBUG_EXPERT_DELETEMAPFILE OFF program cv_ExtractSURF; {$APPTYPE CONSOLE} {$POINTERMATH ON} {$R *.res} uses System.SysUtils, Windows, System.Generics.Collections, uLibName in '..\..\..\include\uLibName.pas', highgui_c in '..\..\..\include\highgui\highgui_c.pas', core_c in '..\..\..\include\Core\core_c.pas', Core.types_c in '..\..\..\include\Core\Core.types_c.pas', imgproc.types_c in '..\..\..\include\imgproc\imgproc.types_c.pas', imgproc_c in '..\..\..\include\imgproc\imgproc_c.pas', legacy in '..\..\..\include\legacy\legacy.pas', calib3d in '..\..\..\include\calib3d\calib3d.pas', imgproc in '..\..\..\include\imgproc\imgproc.pas', haar in '..\..\..\include\objdetect\haar.pas', objdetect in '..\..\..\include\objdetect\objdetect.pas', tracking in '..\..\..\include\video\tracking.pas', Core in '..\..\..\include\Core\core.pas', compat in '..\..\..\include\legacy\compat.pas', nonfree in '..\..\..\include\nonfree\nonfree.pas', Mat in '..\..\..\include\core\Mat.pas', core.types in '..\..\..\include\core\core.types.pas', cvUtils in '..\..\..\include\cvUtils.pas'; function compareSURFDescriptors(const d1: pSingle; const d2: pSingle; best: Double; length: Integer): Double; var total_cost: Double; i: Integer; t0, t1, t2, t3: Double; begin total_cost := 0; assert(length mod 4 = 0); i := 0; while i < length do begin t0 := d1[i] - d2[i]; t1 := d1[i + 1] - d2[i + 1]; t2 := d1[i + 2] - d2[i + 2]; t3 := d1[i + 3] - d2[i + 3]; total_cost := total_cost + t0 * t0 + t1 * t1 + t2 * t2 + t3 * t3; if (total_cost > best) then break; i := i + 4; end; Result := total_cost; end; function naiveNearestNeighbor(const vec: pSingle; laplacian: Integer; const model_keypoints: pCvSeq; const model_descriptors: pCvSeq): Integer; Var length: Integer; i, neighbor: Integer; d, dist1, dist2: Double; reader, kreader: TCvSeqReader; kp: pCvSURFPoint; mvec: pSingle; begin length := model_descriptors.elem_size div sizeof(single); neighbor := -1; dist1 := 1E6; dist2 := 1E6; cvStartReadSeq(model_keypoints, @kreader, 0); cvStartReadSeq(model_descriptors, @reader, 0); for i := 0 to model_descriptors.total-1 do begin kp := pCvSURFPoint(kreader.ptr); mvec := pSingle(reader.ptr); CV_NEXT_SEQ_ELEM(kreader.seq.elem_size, kreader); CV_NEXT_SEQ_ELEM(reader.seq.elem_size, reader); if (laplacian <> kp.laplacian) then continue; d := compareSURFDescriptors(vec, mvec, dist2, length); if (d < dist1) then begin dist2 := dist1; dist1 := d; neighbor := i; end else if (d < dist2) then dist2 := d; end; if (dist1 < 0.6 * dist2) then Exit(neighbor); Exit(-1); end; Type TCvPointArr = Array [0 .. 3] of TCvPoint; TIntegerDynArray = Array of Integer; pIntegerDynArray = ^TIntegerDynArray; Procedure findPairs(objectKeypoints, objectDescriptors, imageKeypoints, imageDescriptors: pCvSeq; Var ptpairs: TIntegerDynArray); Var i, nearest_neighbor, n: Integer; reader, kreader: TCvSeqReader; kp: pCvSURFPoint; descriptor: pSingle; Begin cvStartReadSeq(objectKeypoints, @kreader); cvStartReadSeq(objectDescriptors, @reader); n := 0; SetLength(ptpairs, 0); initialize(ptpairs, 0); for i := 0 to objectDescriptors.total - 1 do begin kp := pCvSURFPoint(kreader.ptr); descriptor := pSingle(reader.ptr); CV_NEXT_SEQ_ELEM(kreader.seq.elem_size, kreader); CV_NEXT_SEQ_ELEM(reader.seq.elem_size, reader); nearest_neighbor := naiveNearestNeighbor(descriptor, kp.laplacian, imageKeypoints, imageDescriptors); if nearest_neighbor >= 0 Then begin n := n + 1; SetLength(ptpairs, n + 1); ptpairs[n] := nearest_neighbor; End; End; End; const object_filename = 'resource\box.png'; scene_filename = 'resource\box_in_scene.png'; Var image, ObjImg, objectcolor, correspond: pIplImage; storage: pCvMemStorage; objectKeypoints, objectDescriptors, imageKeypoints, imageDescriptors: pCvSeq; params: TCvSURFParams; tt: Double; src_corners: TCvPointArr; i: Integer; ptpairs: TIntegerDynArray; p1, p2: pCvSURFPoint; begin try initModule_nonfree; ObjImg := cvLoadImage(object_filename, CV_LOAD_IMAGE_GRAYSCALE); image := cvLoadImage(scene_filename, CV_LOAD_IMAGE_GRAYSCALE); storage := cvCreateMemStorage(0); objectcolor := cvCreateImage(cvSize(ObjImg.Width, ObjImg.Height), 8, 3); cvCvtColor(ObjImg, objectcolor, CV_GRAY2BGR); params := cvSURFParams(500, 1); tt := cvGetTickCount; cvExtractSURF(ObjImg, 0, @objectKeypoints, @objectDescriptors, storage, params); cvExtractSURF(image, 0, @imageKeypoints, @imageDescriptors, storage, params); tt := cvGetTickCount - tt; src_corners[0] := cvPoint(0, 0); src_corners[1] := cvPoint(ObjImg.Width, 0); src_corners[2] := cvPoint(ObjImg.Width, ObjImg.Height); src_corners[3] := cvPoint(0, ObjImg.Height); correspond := cvCreateImage(cvSize(image.Width, ObjImg.Height + image.Height), 8, 1); cvSetImageROI(correspond, cvRect(0, 0, ObjImg.Width, ObjImg.Height)); cvCopy(ObjImg, correspond); cvSetImageROI(correspond, cvRect(0, ObjImg.Height, correspond.Width, correspond.Height)); cvCopy(image, correspond); cvResetImageROI(correspond); findPairs(objectKeypoints, objectDescriptors, imageKeypoints, imageDescriptors, ptpairs); i := 0; While i < length(ptpairs) do begin p1 := pCvSURFPoint(cvGetSeqElem(objectKeypoints, ptpairs[i])); p2 := pCvSURFPoint(cvGetSeqElem(imageKeypoints, ptpairs[i])); cvLine(correspond, cvPointFrom32f(p1.pt), cvPoint(cvRound(p2.pt.x), cvRound(p2.pt.y + ObjImg.Height)), cvscalarAll(255)); i := i + 1; End; cvShowImage('A', correspond); While True Do if cvWaitKey(50) = 27 Then break; cvReleaseImage(objectcolor); cvReleaseMemStorage(storage); cvReleaseImage(ObjImg); cvReleaseImage(image); except on E: Exception do WriteLn(E.ClassName, ': ', E.Message); end; end.