[725] | 1 | function [omckk,Tckk,Rckk,JJ] = compute_extrinsic_refine(omc_init,Tc_init,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] = compute_extrinsic_refine(omc_init,x_kk,X_kk,fc,cc,kc,alpha_c,MaxIter)
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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 | % MaxIter: Maximum number of iterations
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| 18 | %
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| 19 | %OUTPUT: omckk: 3D rotation vector attached to the grid positions in space
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| 20 | % Tckk: 3D translation vector attached to the grid positions in space
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| 21 | % Rckk: 3D rotation matrices corresponding to the omc vectors
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| 22 |
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| 23 | %
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| 24 | %Method: Computes the normalized point coordinates, then computes the 3D pose
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| 25 | %
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| 26 | %Important functions called within that program:
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| 27 | %
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| 28 | %normalize_pixel: Computes the normalize image point coordinates.
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| 29 | %
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| 30 | %pose3D: Computes the 3D pose of the structure given the normalized image projection.
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| 31 | %
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| 32 | %project_points.m: Computes the 2D image projections of a set of 3D points
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| 33 |
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| 34 |
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| 35 | if nargin < 10,
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| 36 | thresh_cond = inf;
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| 37 | end;
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| 38 |
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| 39 |
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| 40 | if nargin < 9,
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| 41 | MaxIter = 20;
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| 42 | end;
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| 43 |
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| 44 | if nargin < 8,
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| 45 | alpha_c = 0;
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| 46 | if nargin < 7,
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| 47 | kc = zeros(5,1);
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| 48 | if nargin < 6,
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| 49 | cc = zeros(2,1);
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| 50 | if nargin < 5,
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| 51 | fc = ones(2,1);
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| 52 | if nargin < 4,
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| 53 | error('Need 2D projections and 3D points (in compute_extrinsic_refine.m)');
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| 54 | return;
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| 55 | end;
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| 56 | end;
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| 57 | end;
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| 58 | end;
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| 59 | end;
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| 60 |
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| 61 |
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| 62 | % Initialization:
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| 63 |
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| 64 | omckk = omc_init;
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| 65 | Tckk = Tc_init;
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| 66 |
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| 67 |
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| 68 | % Final optimization (minimize the reprojection error in pixel):
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| 69 | % through Gradient Descent:
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| 70 |
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| 71 | param = [omckk;Tckk];
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| 72 |
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| 73 | change = 1;
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| 74 |
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| 75 | iter = 0;
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| 76 |
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| 77 | %keyboard;
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| 78 |
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| 79 | %fprintf(1,'Gradient descent iterations: ');
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| 80 |
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| 81 | while (change > 1e-10)&(iter < MaxIter),
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| 82 |
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| 83 | %fprintf(1,'%d...',iter+1);
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| 84 |
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| 85 | [x,dxdom,dxdT] = project_points2(X_kk,omckk,Tckk,fc,cc,kc,alpha_c);
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| 86 |
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| 87 | ex = x_kk - x;
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| 88 |
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| 89 | %keyboard;
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| 90 |
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| 91 | JJ = [dxdom dxdT];
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| 92 |
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| 93 | if cond(JJ) > thresh_cond,
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| 94 | change = 0;
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| 95 | else
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| 96 |
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| 97 | JJ2 = JJ'*JJ;
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| 98 |
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| 99 | param_innov = inv(JJ2)*(JJ')*ex(:);
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| 100 | param_up = param + param_innov;
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| 101 | change = norm(param_innov)/norm(param_up);
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| 102 | param = param_up;
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| 103 | iter = iter + 1;
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| 104 |
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| 105 | omckk = param(1:3);
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| 106 | Tckk = param(4:6);
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| 107 |
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| 108 | end;
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| 109 |
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| 110 | end;
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| 111 |
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| 112 | %fprintf(1,'\n');
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| 113 |
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| 114 | Rckk = rodrigues(omckk);
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