2010-05-11 19:44:00 +02:00
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/*M///////////////////////////////////////////////////////////////////////////////////////
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//
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// IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
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//
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// By downloading, copying, installing or using the software you agree to this license.
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// If you do not agree to this license, do not download, install,
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// copy or use the software.
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//
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//
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// Intel License Agreement
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// For Open Source Computer Vision Library
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//
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// Copyright (C) 2000, Intel Corporation, all rights reserved.
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// Third party copyrights are property of their respective owners.
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//
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// Redistribution and use in source and binary forms, with or without modification,
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// are permitted provided that the following conditions are met:
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//
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// * Redistribution's of source code must retain the above copyright notice,
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// this list of conditions and the following disclaimer.
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//
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// * Redistribution's in binary form must reproduce the above copyright notice,
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// this list of conditions and the following disclaimer in the documentation
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// and/or other materials provided with the distribution.
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//
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// * The name of Intel Corporation may not be used to endorse or promote products
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// derived from this software without specific prior written permission.
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//
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// This software is provided by the copyright holders and contributors "as is" and
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// any express or implied warranties, including, but not limited to, the implied
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// warranties of merchantability and fitness for a particular purpose are disclaimed.
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// In no event shall the Intel Corporation or contributors be liable for any direct,
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// indirect, incidental, special, exemplary, or consequential damages
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// (including, but not limited to, procurement of substitute goods or services;
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// loss of use, data, or profits; or business interruption) however caused
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// and on any theory of liability, whether in contract, strict liability,
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// or tort (including negligence or otherwise) arising in any way out of
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// the use of this software, even if advised of the possibility of such damage.
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//
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//M*/
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#include "precomp.hpp"
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#define _CV_NORM_L2(a) (float)(icvSqrt32f(a[0]*a[0] + a[1]*a[1] + a[2]*a[2]))
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#define _CV_NORM_L22(a) (float)(a[0]*a[0] + a[1]*a[1] + a[2]*a[2])
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/****************************************************************************************\
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find region where hand is (for gesture recognition)
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2012-10-17 09:12:04 +02:00
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flag = 0 (use left bucket) flag = 1 (use right bucket)
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2010-05-11 19:44:00 +02:00
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\****************************************************************************************/
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static CvStatus CV_STDCALL
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icvFindHandRegion( CvPoint3D32f * points, int count,
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CvSeq * indexs,
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float *line, CvSize2D32f size, int flag,
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CvPoint3D32f * center,
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CvMemStorage * storage, CvSeq ** numbers )
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{
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/* IppmVect32f sub, cros; */
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float *sub, *cros;
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CvSeqWriter writer;
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CvSeqReader reader;
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CvStatus status;
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int nbins = 20, i, l, i_point, left, right;
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int *bin_counts = 0; // pointer to the point's counter in the bickets
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2012-10-17 09:12:04 +02:00
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int low_count; // low threshold
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2010-05-11 19:44:00 +02:00
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CvPoint *tmp_number = 0, *pt;
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float value, vmin, vmax, vl, bsize, vc;
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float hand_length, hand_length2, hand_left, hand_right;
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float threshold, threshold2;
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float *vv = 0;
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float a[3];
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status = CV_OK;
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hand_length = size.width;
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hand_length2 = hand_length / 2;
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threshold = (float) (size.height * 3 / 5.);
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threshold2 = threshold * threshold;
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/* low_count = count/nbins; */
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low_count = (int) (count / 60.);
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assert( points != NULL && line != NULL );
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if( points == NULL || line == NULL )
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return CV_NULLPTR_ERR;
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assert( count > 5 );
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if( count < 5 )
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return CV_BADFLAG_ERR;
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assert( flag == 0 || flag == 1 );
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if( flag != 0 && flag != 1 )
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return CV_BADFLAG_ERR;
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/* create vectors */
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sub = icvCreateVector_32f( 3 );
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cros = icvCreateVector_32f( 3 );
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if( sub == NULL || cros == NULL )
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return CV_OUTOFMEM_ERR;
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/* alloc memory for the point's projections on the line */
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vv = (float *) cvAlloc( count * sizeof( float ));
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if( vv == NULL )
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return CV_OUTOFMEM_ERR;
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/* alloc memory for the point's counter in the bickets */
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bin_counts = (int *) cvAlloc( nbins * sizeof( int ));
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if( bin_counts == NULL )
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{
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status = CV_OUTOFMEM_ERR;
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goto M_END;
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}
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memset( bin_counts, 0, nbins * sizeof( int ));
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cvStartReadSeq( indexs, &reader, 0 );
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/* alloc memory for the temporale point's numbers */
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tmp_number = (CvPoint *) cvAlloc( count * sizeof( CvPoint ));
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if( tmp_number == NULL )
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{
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status = CV_OUTOFMEM_ERR;
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goto M_END;
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}
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/* find min and max point's projection on the line */
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vmin = 1000;
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vmax = -1000;
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i_point = 0;
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for( i = 0; i < count; i++ )
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{
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2012-10-17 09:12:04 +02:00
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/*
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2010-05-11 19:44:00 +02:00
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icvSubVector_32f ((IppmVect32f )&points[i], (IppmVect32f )&line[3], sub, 3);
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icvCrossProduct2L_32f ((IppmVect32f )&line[0], sub, cros);
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*/
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sub[0] = points[i].x - line[3];
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sub[1] = points[i].y - line[4];
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sub[2] = points[i].z - line[5];
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a[0] = sub[0] * line[1] - sub[1] * line[0];
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a[1] = sub[1] * line[2] - sub[2] * line[1];
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a[2] = sub[2] * line[0] - sub[0] * line[2];
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/* if(IPPI_NORM_L22 ( cros ) < threshold2) */
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if( _CV_NORM_L22( a ) < threshold2 )
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{
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value = (float)icvDotProduct_32f( sub, &line[0], 3 );
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if( value > vmax )
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vmax = value;
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if( value < vmin )
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vmin = value;
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vv[i_point] = value;
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pt = (CvPoint*)cvGetSeqElem( indexs, i );
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tmp_number[i_point] = *pt;
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i_point++;
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}
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}
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/* compute the length of one bucket */
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vl = vmax - vmin;
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bsize = vl / nbins;
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/* compute the number of points in each bucket */
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for( i = 0; i < i_point; i++ )
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{
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l = cvRound( (vv[i] - vmin) / bsize );
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bin_counts[l]++;
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}
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*numbers = cvCreateSeq( CV_SEQ_POINT_SET, sizeof( CvSeq ), sizeof( CvPoint ), storage );
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assert( numbers != 0 );
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if( numbers == NULL )
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{
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status = CV_OUTOFMEM_ERR;
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goto M_END;
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}
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cvStartAppendToSeq( *numbers, &writer );
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if( flag == 0 )
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{
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/* find the leftmost bucket */
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for( l = 0; l < nbins; l++ )
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{
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if( bin_counts[l] > low_count )
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break;
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}
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left = l;
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/* compute center point of the left hand */
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hand_left = vmin + left * bsize;
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vc = hand_left + hand_length2;
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hand_right = hand_left + hand_length;
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}
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else
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{
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/* find the rightmost bucket */
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for( l = nbins - 1; l >= 0; l-- )
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{
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if( bin_counts[l] > low_count )
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break;
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}
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right = l;
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/* compute center point of the right hand */
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hand_right = vmax - (nbins - right - 1) * bsize;
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vc = hand_right - hand_length2;
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hand_left = hand_right - hand_length;
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}
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icvScaleVector_32f( &line[0], sub, 3, vc );
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icvAddVector_32f( &line[3], sub, (float *) center, 3 );
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/* select hand's points and calculate mean value */
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//ss.x = ss.y = ss.z = 0;
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for( l = 0; l < i_point; l++ )
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{
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if( vv[l] >= hand_left && vv[l] <= hand_right )
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{
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CV_WRITE_SEQ_ELEM( tmp_number[l], writer );
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}
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}
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cvEndWriteSeq( &writer );
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M_END:
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if( tmp_number != NULL )
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cvFree( &tmp_number );
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if( bin_counts != NULL )
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cvFree( &bin_counts );
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if( vv != NULL )
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cvFree( &vv );
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if( sub != NULL ) icvDeleteVector (sub);
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if( cros != NULL ) icvDeleteVector (cros);
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return status;
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}
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//////////////////////////////////////////////////////////////////////////////////////////
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//////////////////////////////////////////////////////////////////////////////////////////
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//////////////////////////////////////////////////////////////////////////////////////////
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#define _CV_NORM_L31(a) (float)(icvSqrt32f(a[0]*a[0] + a[1]*a[1] + a[2]*a[2]))
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#define _CV_NORM_L32(a) (float)(a[0]*a[0] + a[1]*a[1] + a[2]*a[2])
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/****************************************************************************************\
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find region where hand is (for gesture recognition)
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flag = 0 (use left bucket) flag = 1 (use right bucket)
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\****************************************************************************************/
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static CvStatus CV_STDCALL
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icvFindHandRegionA( CvPoint3D32f * points, int count,
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CvSeq * indexs,
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float *line, CvSize2D32f size, int jc,
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CvPoint3D32f * center,
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CvMemStorage * storage, CvSeq ** numbers )
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{
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/* IppmVect32f sub, cros; */
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float *sub, *cros;
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float eps = (float) 0.01;
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CvSeqWriter writer;
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CvSeqReader reader;
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CvStatus status;
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float gor[3] = { 1, 0, 0 };
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float ver[3] = { 0, 1, 0 };
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int nbins = 20, i, l, i_point, left, right, jmin, jmax, jl;
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int j_left, j_right;
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int *bin_counts = 0; // pointer to the point's counter in the bickets
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// int *bin_countsj = 0; // pointer to the index's counter in the bickets
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2012-10-17 09:12:04 +02:00
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int low_count; // low threshold
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2010-05-11 19:44:00 +02:00
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CvPoint *tmp_number = 0, *pt;
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float value, vmin, vmax, vl, bsize, bsizej, vc, vcl, vcr;
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double v_ver, v_gor;
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float hand_length, hand_length2, hand_left, hand_right;
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float threshold, threshold2;
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float *vv = 0;
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float a[3];
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char log;
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status = CV_OK;
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hand_length = size.width;
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hand_length2 = hand_length / 2;
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threshold = (float) (size.height * 3 / 5.);
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threshold2 = threshold * threshold;
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/* low_count = count/nbins; */
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low_count = (int) (count / 60.);
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assert( points != NULL && line != NULL );
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if( points == NULL || line == NULL )
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return CV_NULLPTR_ERR;
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assert( count > 5 );
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if( count < 5 )
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return CV_BADFLAG_ERR;
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/* create vectors */
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sub = icvCreateVector_32f( 3 );
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cros = icvCreateVector_32f( 3 );
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if( sub == NULL || cros == NULL )
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return CV_OUTOFMEM_ERR;
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/* alloc memory for the point's projections on the line */
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vv = (float *) cvAlloc( count * sizeof( float ));
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if( vv == NULL )
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return CV_OUTOFMEM_ERR;
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/* alloc memory for the point's counter in the bickets */
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bin_counts = (int *) cvAlloc( nbins * sizeof( int ));
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if( bin_counts == NULL )
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{
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status = CV_OUTOFMEM_ERR;
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goto M_END;
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}
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memset( bin_counts, 0, nbins * sizeof( int ));
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/* alloc memory for the point's counter in the bickets */
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2012-10-17 09:12:04 +02:00
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// bin_countsj = (int*) icvAlloc(nbins*sizeof(int));
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2010-05-11 19:44:00 +02:00
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// if(bin_countsj == NULL) {status = CV_OUTOFMEM_ERR; goto M_END;}
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// memset(bin_countsj,0,nbins*sizeof(int));
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cvStartReadSeq( indexs, &reader, 0 );
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/* alloc memory for the temporale point's numbers */
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tmp_number = (CvPoint *) cvAlloc( count * sizeof( CvPoint ));
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if( tmp_number == NULL )
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{
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status = CV_OUTOFMEM_ERR;
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goto M_END;
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}
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/* find min and max point's projection on the line */
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vmin = 1000;
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vmax = -1000;
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jmin = 1000;
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jmax = -1000;
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i_point = 0;
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for( i = 0; i < count; i++ )
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{
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/*
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|
icvSubVector_32f ((IppmVect32f )&points[i], (IppmVect32f )&line[3], sub, 3);
|
|
|
|
|
|
|
|
icvCrossProduct2L_32f ((IppmVect32f )&line[0], sub, cros);
|
|
|
|
*/
|
|
|
|
|
|
|
|
sub[0] = points[i].x - line[3];
|
|
|
|
sub[1] = points[i].y - line[4];
|
|
|
|
sub[2] = points[i].z - line[5];
|
|
|
|
|
|
|
|
// if(fabs(sub[0])<eps||fabs(sub[1])<eps||fabs(sub[2])<eps) continue;
|
|
|
|
|
|
|
|
a[0] = sub[0] * line[1] - sub[1] * line[0];
|
|
|
|
a[1] = sub[1] * line[2] - sub[2] * line[1];
|
|
|
|
a[2] = sub[2] * line[0] - sub[0] * line[2];
|
|
|
|
|
|
|
|
v_gor = icvDotProduct_32f( gor, &line[0], 3 );
|
|
|
|
v_ver = icvDotProduct_32f( ver, &line[0], 3 );
|
|
|
|
|
|
|
|
if( v_ver > v_gor )
|
|
|
|
log = true;
|
|
|
|
else
|
|
|
|
log = false;
|
|
|
|
|
|
|
|
|
|
|
|
/* if(IPPI_NORM_L22 ( cros ) < threshold2) */
|
|
|
|
/*
|
|
|
|
if(fabs(a[0])<eps && fabs(a[1])<eps && fabs(a[2])<eps)
|
|
|
|
{
|
|
|
|
icvDotProduct_32f( sub, &line[0], 3, &value);
|
|
|
|
if(value > vmax) vmax = value;
|
|
|
|
if(value < vmin) vmin = value;
|
2012-10-17 09:12:04 +02:00
|
|
|
|
2010-05-11 19:44:00 +02:00
|
|
|
vv[i_point] = value;
|
|
|
|
|
|
|
|
pt = (CvPoint* )icvGetSeqElem ( indexs, i, 0);
|
|
|
|
|
|
|
|
if(pt->x > jmax) jmax = pt->x;
|
|
|
|
if(pt->x < jmin) jmin = pt->x;
|
|
|
|
|
|
|
|
tmp_number[i_point] = *pt;
|
|
|
|
i_point++;
|
|
|
|
}
|
2012-10-17 09:12:04 +02:00
|
|
|
else
|
2010-05-11 19:44:00 +02:00
|
|
|
*/
|
|
|
|
{
|
|
|
|
if( _CV_NORM_L32( a ) < threshold2 )
|
|
|
|
{
|
|
|
|
value = (float)icvDotProduct_32f( sub, &line[0], 3 );
|
|
|
|
if( value > vmax )
|
|
|
|
vmax = value;
|
|
|
|
if( value < vmin )
|
|
|
|
vmin = value;
|
|
|
|
|
|
|
|
vv[i_point] = value;
|
|
|
|
|
|
|
|
pt = (CvPoint*)cvGetSeqElem( indexs, i );
|
|
|
|
|
|
|
|
if( !log )
|
|
|
|
{
|
|
|
|
if( pt->x > jmax )
|
|
|
|
jmax = pt->x;
|
|
|
|
if( pt->x < jmin )
|
|
|
|
jmin = pt->x;
|
|
|
|
}
|
|
|
|
else
|
|
|
|
{
|
|
|
|
if( pt->y > jmax )
|
|
|
|
jmax = pt->y;
|
|
|
|
if( pt->y < jmin )
|
|
|
|
jmin = pt->y;
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
tmp_number[i_point] = *pt;
|
|
|
|
i_point++;
|
|
|
|
}
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
/* compute the length of one bucket along the line */
|
|
|
|
vl = vmax - vmin;
|
|
|
|
|
|
|
|
/* examining on the arm's existence */
|
|
|
|
if( vl < eps )
|
|
|
|
{
|
|
|
|
*numbers = NULL;
|
|
|
|
status = CV_OK;
|
|
|
|
goto M_END;
|
|
|
|
}
|
|
|
|
|
|
|
|
bsize = vl / nbins;
|
|
|
|
|
|
|
|
/* compute the number of points in each bucket along the line */
|
|
|
|
for( i = 0; i < i_point; i++ )
|
|
|
|
{
|
|
|
|
l = cvRound( (vv[i] - vmin) / bsize );
|
|
|
|
bin_counts[l]++;
|
|
|
|
}
|
|
|
|
|
|
|
|
/* compute the length of one bucket along the X axe */
|
|
|
|
jl = jmax - jmin;
|
|
|
|
if( jl <= 1 )
|
|
|
|
{
|
|
|
|
*numbers = NULL;
|
|
|
|
status = CV_OK;
|
|
|
|
goto M_END;
|
|
|
|
}
|
|
|
|
|
|
|
|
bsizej = (float) (jl / (nbins + 0.));
|
|
|
|
|
|
|
|
/* compute the number of points in each bucket along the X axe */
|
|
|
|
// for(i=0;i<i_point;i++)
|
|
|
|
// {
|
|
|
|
// l = cvRound((tmp_number[i].x - jmin)/bsizej);
|
|
|
|
// bin_countsj[l]++;
|
|
|
|
// }
|
|
|
|
|
|
|
|
|
|
|
|
left = right = -1;
|
|
|
|
|
|
|
|
/* find the leftmost and the rightmost buckets */
|
|
|
|
for( l = 0; l < nbins; l++ )
|
|
|
|
{
|
|
|
|
if( bin_counts[l] > low_count && left == -1 )
|
|
|
|
left = l;
|
|
|
|
else if( bin_counts[l] > low_count && left >= 0 )
|
|
|
|
right = l;
|
|
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
/* compute center point of the left hand */
|
|
|
|
if( left == -1 && right == -1 )
|
|
|
|
{
|
|
|
|
*numbers = NULL;
|
|
|
|
status = CV_OK;
|
|
|
|
goto M_END;
|
|
|
|
}
|
|
|
|
|
|
|
|
hand_left = vmin + left * bsize;
|
|
|
|
j_left = (int) (jmin + left * bsizej);
|
|
|
|
|
|
|
|
vcl = hand_left + hand_length2;
|
|
|
|
|
|
|
|
/* compute center point of the right hand */
|
|
|
|
hand_right = vmax - (nbins - right - 1) * bsize;
|
|
|
|
vcr = hand_right - hand_length2;
|
|
|
|
|
|
|
|
j_right = (int) (jmax - (nbins - right - 1) * bsizej);
|
|
|
|
|
|
|
|
j_left = abs( j_left - jc );
|
|
|
|
j_right = abs( j_right - jc );
|
|
|
|
|
|
|
|
if( j_left <= j_right )
|
|
|
|
{
|
|
|
|
hand_right = hand_left + hand_length;
|
|
|
|
vc = vcl;
|
|
|
|
}
|
|
|
|
else
|
|
|
|
{
|
|
|
|
hand_left = hand_right - hand_length;
|
|
|
|
vc = vcr;
|
|
|
|
}
|
|
|
|
|
|
|
|
icvScaleVector_32f( &line[0], sub, 3, vc );
|
|
|
|
icvAddVector_32f( &line[3], sub, (float *) center, 3 );
|
|
|
|
|
|
|
|
/* select hand's points and calculate mean value */
|
|
|
|
*numbers = cvCreateSeq( CV_SEQ_POINT_SET, sizeof( CvSeq ), sizeof( CvPoint ), storage );
|
|
|
|
assert( *numbers != 0 );
|
|
|
|
if( *numbers == NULL )
|
|
|
|
{
|
|
|
|
status = CV_OUTOFMEM_ERR;
|
|
|
|
goto M_END;
|
|
|
|
}
|
|
|
|
|
|
|
|
cvStartAppendToSeq( *numbers, &writer );
|
|
|
|
|
|
|
|
for( l = 0; l < i_point; l++ )
|
|
|
|
{
|
|
|
|
if( vv[l] >= hand_left && vv[l] <= hand_right )
|
|
|
|
{
|
|
|
|
CV_WRITE_SEQ_ELEM( tmp_number[l], writer );
|
|
|
|
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
cvEndWriteSeq( &writer );
|
|
|
|
|
|
|
|
M_END:
|
|
|
|
if( tmp_number != NULL )
|
|
|
|
cvFree( &tmp_number );
|
|
|
|
// if(bin_countsj != NULL) cvFree( &bin_countsj );
|
|
|
|
if( bin_counts != NULL )
|
|
|
|
cvFree( &bin_counts );
|
|
|
|
|
|
|
|
if( vv != NULL )
|
|
|
|
cvFree( &vv );
|
|
|
|
|
|
|
|
if( sub != NULL ) icvDeleteVector (sub);
|
|
|
|
if( cros != NULL ) icvDeleteVector (cros);
|
|
|
|
|
|
|
|
return status;
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
/*F///////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
// Name: cvFindHandRegion
|
|
|
|
// Purpose: finds hand region in range image data
|
2012-10-17 09:12:04 +02:00
|
|
|
// Context:
|
|
|
|
// Parameters:
|
2010-05-11 19:44:00 +02:00
|
|
|
// points - pointer to the input point's set.
|
|
|
|
// count - the number of the input points.
|
|
|
|
// indexs - pointer to the input sequence of the point's indexes
|
|
|
|
// line - pointer to the 3D-line
|
2012-10-17 09:12:04 +02:00
|
|
|
// size - size of the hand in meters
|
|
|
|
// flag - hand direction's flag (0 - left, -1 - right,
|
2010-05-11 19:44:00 +02:00
|
|
|
// otherwise j-index of the initial image center)
|
|
|
|
// center - pointer to the output hand center
|
2012-10-17 09:12:04 +02:00
|
|
|
// storage - pointer to the memory storage
|
2010-05-11 19:44:00 +02:00
|
|
|
// numbers - pointer to the output sequence of the point's indexes inside
|
2012-10-17 09:12:04 +02:00
|
|
|
// hand region
|
|
|
|
//
|
2010-05-11 19:44:00 +02:00
|
|
|
// Notes:
|
|
|
|
//F*/
|
|
|
|
CV_IMPL void
|
|
|
|
cvFindHandRegion( CvPoint3D32f * points, int count,
|
|
|
|
CvSeq * indexs,
|
|
|
|
float *line, CvSize2D32f size, int flag,
|
|
|
|
CvPoint3D32f * center, CvMemStorage * storage, CvSeq ** numbers )
|
|
|
|
{
|
|
|
|
if(flag == 0 || flag == -1)
|
2012-10-17 09:12:04 +02:00
|
|
|
{
|
|
|
|
IPPI_CALL( icvFindHandRegion( points, count, indexs, line, size, -flag,
|
|
|
|
center, storage, numbers ));
|
|
|
|
}
|
|
|
|
else
|
|
|
|
IPPI_CALL( icvFindHandRegionA( points, count, indexs, line, size, flag,
|
|
|
|
center, storage, numbers ));
|
2010-05-11 19:44:00 +02:00
|
|
|
}
|
|
|
|
|
|
|
|
/*F///////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
// Name: cvFindHandRegionA
|
|
|
|
// Purpose: finds hand region in range image data
|
2012-10-17 09:12:04 +02:00
|
|
|
// Context:
|
|
|
|
// Parameters:
|
2010-05-11 19:44:00 +02:00
|
|
|
// points - pointer to the input point's set.
|
|
|
|
// count - the number of the input points.
|
|
|
|
// indexs - pointer to the input sequence of the point's indexes
|
|
|
|
// line - pointer to the 3D-line
|
2012-10-17 09:12:04 +02:00
|
|
|
// size - size of the hand in meters
|
2010-05-11 19:44:00 +02:00
|
|
|
// jc - j-index of the initial image center
|
|
|
|
// center - pointer to the output hand center
|
2012-10-17 09:12:04 +02:00
|
|
|
// storage - pointer to the memory storage
|
2010-05-11 19:44:00 +02:00
|
|
|
// numbers - pointer to the output sequence of the point's indexes inside
|
2012-10-17 09:12:04 +02:00
|
|
|
// hand region
|
|
|
|
//
|
2010-05-11 19:44:00 +02:00
|
|
|
// Notes:
|
|
|
|
//F*/
|
|
|
|
CV_IMPL void
|
|
|
|
cvFindHandRegionA( CvPoint3D32f * points, int count,
|
|
|
|
CvSeq * indexs,
|
|
|
|
float *line, CvSize2D32f size, int jc,
|
|
|
|
CvPoint3D32f * center, CvMemStorage * storage, CvSeq ** numbers )
|
|
|
|
{
|
|
|
|
IPPI_CALL( icvFindHandRegionA( points, count, indexs, line, size, jc,
|
|
|
|
center, storage, numbers ));
|
|
|
|
}
|
|
|
|
|