1 | function [omckk,Tckk,Rckk,H,x,ex,JJ] = compute_extrinsic(x_kk,X_kk,fc,cc,kc,alpha_c,MaxIter,thresh_cond),
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2 |
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3 | %compute_extrinsic
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4 | %
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5 | %[omckk,Tckk,Rckk,H,x,ex] = compute_extrinsic(x_kk,X_kk,fc,cc,kc,alpha_c)
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6 | %
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7 | %Computes the extrinsic parameters attached to a 3D structure X_kk given its projection
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8 | %on the image plane x_kk and the intrinsic camera parameters fc, cc and kc.
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9 | %Works with planar and non-planar structures.
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10 | %
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11 | %INPUT: x_kk: Feature locations on the images
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12 | % X_kk: Corresponding grid coordinates
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13 | % fc: Camera focal length
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14 | % cc: Principal point coordinates
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15 | % kc: Distortion coefficients
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16 | % alpha_c: Skew coefficient
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17 | %
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18 | %OUTPUT: omckk: 3D rotation vector attached to the grid positions in space
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19 | % Tckk: 3D translation vector attached to the grid positions in space
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20 | % Rckk: 3D rotation matrices corresponding to the omc vectors
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21 | % H: Homography between points on the grid and points on the image plane (in pixel)
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22 | % This makes sense only if the planar that is used in planar.
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23 | % x: Reprojections of the points on the image plane
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24 | % ex: Reprojection error: ex = x_kk - x;
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25 | %
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26 | %Method: Computes the normalized point coordinates, then computes the 3D pose
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27 | %
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28 | %Important functions called within that program:
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29 | %
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30 | %normalize_pixel: Computes the normalize image point coordinates.
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31 | %
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32 | %pose3D: Computes the 3D pose of the structure given the normalized image projection.
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33 | %
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34 | %project_points.m: Computes the 2D image projections of a set of 3D points
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35 |
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36 |
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37 |
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38 | if nargin < 8,
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39 | thresh_cond = inf;
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40 | end;
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41 |
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42 |
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43 | if nargin < 7,
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44 | MaxIter = 20;
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45 | end;
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46 |
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47 |
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48 | if nargin < 6,
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49 | alpha_c = 0;
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50 | if nargin < 5,
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51 | kc = zeros(5,1);
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52 | if nargin < 4,
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53 | cc = zeros(2,1);
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54 | if nargin < 3,
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55 | fc = ones(2,1);
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56 | if nargin < 2,
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57 | error('Need 2D projections and 3D points (in compute_extrinsic.m)');
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58 | return;
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59 | end;
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60 | end;
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61 | end;
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62 | end;
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63 | end;
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64 |
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65 | % Initialization:
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66 |
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67 | [omckk,Tckk,Rckk] = compute_extrinsic_init(x_kk,X_kk,fc,cc,kc,alpha_c);
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68 |
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69 | % Refinement:
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70 | [omckk,Tckk,Rckk,JJ] = compute_extrinsic_refine(omckk,Tckk,x_kk,X_kk,fc,cc,kc,alpha_c,MaxIter,thresh_cond);
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71 |
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72 |
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73 | % computation of the homography (not useful in the end)
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74 |
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75 | H = [Rckk(:,1:2) Tckk];
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76 |
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77 | % Computes the reprojection error in pixels:
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78 |
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79 | x = project_points2(X_kk,omckk,Tckk,fc,cc,kc,alpha_c);
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80 |
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81 | ex = x_kk - x;
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82 |
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83 |
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84 | % Converts the homography in pixel units:
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85 |
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86 | KK = [fc(1) alpha_c*fc(1) cc(1);0 fc(2) cc(2); 0 0 1];
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87 |
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88 | H = KK*H;
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89 |
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90 |
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91 |
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92 |
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93 | return;
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94 |
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95 |
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96 | % Test of compte extrinsic:
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97 |
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98 | Np = 4;
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99 | sx = 10;
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100 | sy = 10;
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101 | sz = 5;
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102 |
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103 | om = randn(3,1);
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104 | T = [0;0;100];
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105 |
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106 | noise = 2/1000;
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107 |
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108 | XX = [sx*randn(1,Np);sy*randn(1,Np);sz*randn(1,Np)];
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109 | xx = project_points(XX,om,T);
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110 |
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111 | xxn = xx + noise * randn(2,Np);
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112 |
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113 | [omckk,Tckk] = compute_extrinsic(xxn,XX);
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114 |
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115 | [om omckk om-omckk]
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116 | [T Tckk T-Tckk]
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117 |
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118 | figure(3);
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119 | plot(xx(1,:),xx(2,:),'r+');
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120 | hold on;
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121 | plot(xxn(1,:),xxn(2,:),'g+');
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122 | hold off;
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