| 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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