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hyuna_allfile/transform_all_hyuna.m
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| 1 | +clear; | ||
| 2 | + | ||
| 3 | +path_name = '/media/hyuna/F4722E97722E5F1C/21.nturgb+d_skeletons/'; | ||
| 4 | +fileID = fopen('/media/hyuna/F4722E97722E5F1C/sk.txt','r'); | ||
| 5 | +formatSpec = '%s'; | ||
| 6 | +sizeA = [20 Inf]; | ||
| 7 | +perfect_list = fscanf(fileID,formatSpec,sizeA); | ||
| 8 | +perfect_list = perfect_list.'; | ||
| 9 | +fclose(fileID); | ||
| 10 | + | ||
| 11 | +L = length(perfect_list); | ||
| 12 | + | ||
| 13 | +for K = 1:L | ||
| 14 | + | ||
| 15 | + file_name = char(perfect_list(K,:)); | ||
| 16 | + name = strcat(path_name,file_name(1:20),'.skeleton'); | ||
| 17 | + disp(name); | ||
| 18 | + [token,remainder] = strtok(file_name,'A'); | ||
| 19 | + | ||
| 20 | + class = str2num(remainder(2:4)); | ||
| 21 | + %class=remainder(2:4); | ||
| 22 | + | ||
| 23 | + if class == 7 | ||
| 24 | + bodyinfo = read_skeleton_file(name); | ||
| 25 | + frame_num = size(bodyinfo,2); | ||
| 26 | + | ||
| 27 | + | ||
| 28 | + try | ||
| 29 | + %initialize | ||
| 30 | + cur_subject_x = zeros(frame_num, 25); | ||
| 31 | + cur_subject_y = zeros(frame_num, 25); | ||
| 32 | + cur_subject_z = zeros(frame_num, 25); | ||
| 33 | + | ||
| 34 | + tot_x = zeros(frame_num,25); | ||
| 35 | + tot_y = zeros(frame_num,25); | ||
| 36 | + tot_z = zeros(frame_num,25); | ||
| 37 | + | ||
| 38 | + joint_5 = zeros(1,3); | ||
| 39 | + joint_9 = zeros(1,3); | ||
| 40 | + joint_1 = zeros(1,3); | ||
| 41 | + joint_3 = zeros(1,3); | ||
| 42 | + | ||
| 43 | + %get total joints information | ||
| 44 | + for FN = 1:frame_num | ||
| 45 | + cur_body = bodyinfo(FN).bodies(1); | ||
| 46 | + joints = cur_body.joints; | ||
| 47 | + | ||
| 48 | + for JN = 1:25 | ||
| 49 | + tot_x(FN,JN) = joints(JN).x; | ||
| 50 | + tot_y(FN,JN) = joints(JN).y; | ||
| 51 | + tot_z(FN,JN) = joints(JN).z; | ||
| 52 | + end | ||
| 53 | + end | ||
| 54 | + | ||
| 55 | + %Orientation normalization 1 : in space | ||
| 56 | + %get median values | ||
| 57 | + M_x = median(tot_x); | ||
| 58 | + M_y = median(tot_y); | ||
| 59 | + M_z = median(tot_z); | ||
| 60 | + | ||
| 61 | + %set 3 points for make plane | ||
| 62 | + joint_5 = [M_x(5) M_y(5) M_z(5)]; | ||
| 63 | + joint_9 = [M_x(9) M_y(9) M_z(9)]; | ||
| 64 | + joint_1 = [M_x(1) M_y(1) M_z(1)]; | ||
| 65 | + joint_3 = [M_x(3) M_y(3) M_z(3)]; | ||
| 66 | + | ||
| 67 | + %find RIGID TRNASFORMATION matrix | ||
| 68 | + d1 = joint_1 - joint_5; | ||
| 69 | + d2 = joint_1 - joint_9; | ||
| 70 | + n1 = cross(d1,d2); % because we will parallel transform, don't need to find belly | ||
| 71 | + u1 = n1/norm(n1); | ||
| 72 | + u2 = [0 0 1]; | ||
| 73 | + cs1 = dot(u1,u2)/norm(u1)*norm(u2); | ||
| 74 | + ss1 = sqrt(1-cs1.^2); | ||
| 75 | + v1 = cross(u1,u2)/norm(cross(u1,u2)); | ||
| 76 | + | ||
| 77 | + R1 = [v1(1)*v1(1)*(1-cs1)+cs1 v1(1)*v1(2)*(1-cs1)-v1(3)*ss1 v1(1)*v1(3)*(1-cs1)+v1(2)*ss1]; | ||
| 78 | + R1(2,:) = [v1(1)*v1(2)*(1-cs1)+v1(3)*ss1 v1(2)*v1(2)*(1-cs1)+cs1 v1(2)*v1(3)*(1-cs1)-v1(1)*ss1]; | ||
| 79 | + R1(3,:) = [v1(1)*v1(3)*(1-cs1)-v1(2)*ss1 v1(2)*v1(3)*(1-cs1)+v1(1)*ss1 v1(3)*v1(3)*(1-cs1)+cs1]; | ||
| 80 | + | ||
| 81 | + %1-3 number tolls to parallel x axis. Rigid transformation on plane surface | ||
| 82 | + %Z axis coords oyler angle transform | ||
| 83 | + | ||
| 84 | + t = joint_3 - joint_1; | ||
| 85 | + d3 = R1(1,:) * t.'; | ||
| 86 | + d3(1,2) = R1(2,:) * t.'; | ||
| 87 | + d3(1,3) = R1(3,:) * t.'; | ||
| 88 | + | ||
| 89 | + u3 = d3(1:2)/norm(d3(1:2)); | ||
| 90 | + v3 = [u3(1) -u3(2)]; | ||
| 91 | + v3(2,:) = [u3(2) u3(1)]; | ||
| 92 | + u4 = [1 0].'; | ||
| 93 | + | ||
| 94 | + csss = v3\u4; | ||
| 95 | + cs2 = csss(1); | ||
| 96 | + ss2 = csss(2); | ||
| 97 | + | ||
| 98 | + R2 = [cs2 -ss2 0]; | ||
| 99 | + R2(2,:) = [ss2 cs2 0]; | ||
| 100 | + R2(3,:) = [0 0 1]; | ||
| 101 | + | ||
| 102 | + | ||
| 103 | + %apply rigid transformation | ||
| 104 | + for FN = 1:frame_num | ||
| 105 | + cur_body = bodyinfo(FN).bodies(1); | ||
| 106 | + joints = cur_body.joints; | ||
| 107 | + | ||
| 108 | + for JN = 1:25 | ||
| 109 | + a = R1(1,:) * [joints(JN).x joints(JN).y joints(JN).z].'; | ||
| 110 | + b = R1(2,:) * [joints(JN).x joints(JN).y joints(JN).z].'; | ||
| 111 | + c = R1(3,:) * [joints(JN).x joints(JN).y joints(JN).z].'; | ||
| 112 | + | ||
| 113 | + cur_subject_x(FN,JN) = R2(1,:) * [a b c].'; | ||
| 114 | + cur_subject_y(FN,JN) = R2(2,:) * [a b c].'; | ||
| 115 | + cur_subject_z(FN,JN) = R2(3,:) * [a b c].'; | ||
| 116 | + | ||
| 117 | + end | ||
| 118 | + end | ||
| 119 | + | ||
| 120 | + %orientation normalize 2 in plane surface | ||
| 121 | + if cur_subject_x(1,4) < cur_subject_x(1,1) | ||
| 122 | + cur_subject_x = 0 - cur_subject_x; | ||
| 123 | + end | ||
| 124 | + | ||
| 125 | + if cur_subject_y(1,9) > cur_subject_y(1,5) | ||
| 126 | + cur_subject_y = 0 - cur_subject_y; | ||
| 127 | + end | ||
| 128 | + | ||
| 129 | + % for save origin subjects before data augment | ||
| 130 | + clear_subject_x = cur_subject_x; | ||
| 131 | + clear_subject_y = cur_subject_y; | ||
| 132 | + clear_subject_z = cur_subject_z; | ||
| 133 | + | ||
| 134 | + % Left <-> Right Change : 2option | ||
| 135 | + for LR = 1:2 | ||
| 136 | + if LR == 1 | ||
| 137 | + augment_y = clear_subject_y; | ||
| 138 | + else | ||
| 139 | + augment_y = 0 - clear_subject_y; | ||
| 140 | + end | ||
| 141 | + | ||
| 142 | + %Height change : 3option | ||
| 143 | + for HE = 1:3 | ||
| 144 | + if HE == 1 | ||
| 145 | + augment_x = clear_subject_x.* 1.2; | ||
| 146 | + elseif HE==2 | ||
| 147 | + augment_x = clear_subject_x.* 1.0; | ||
| 148 | + else | ||
| 149 | + augment_x = clear_subject_x.* 0.8; | ||
| 150 | + end | ||
| 151 | + | ||
| 152 | + %Give Gaussian Random Variable : 0.01 - 6times | ||
| 153 | + for RV = 1:6 | ||
| 154 | + %3. Gaussian Random filter 0.1 | ||
| 155 | + cur_subject_x = augment_x + 0.01.*randn(frame_num,25); | ||
| 156 | + cur_subject_y = augment_y + 0.01.*randn(frame_num,25); | ||
| 157 | + cur_subject_z = clear_subject_z + 0.01.*randn(frame_num,25); | ||
| 158 | + | ||
| 159 | + % NORMALIZATION | ||
| 160 | + cur_subject_x = cur_subject_x - min(cur_subject_x(:)); | ||
| 161 | + max_tall = max(cur_subject_x(:)); | ||
| 162 | + cur_subject_x = cur_subject_x ./ max_tall; | ||
| 163 | + | ||
| 164 | + cur_subject_y = cur_subject_y - min(cur_subject_y(:)); | ||
| 165 | + cur_subject_y = cur_subject_y ./ max_tall; | ||
| 166 | + | ||
| 167 | + cur_subject_z = cur_subject_z - min(cur_subject_z(:)); | ||
| 168 | + cur_subject_z = cur_subject_z ./ max_tall; | ||
| 169 | + | ||
| 170 | + | ||
| 171 | + %Write image | ||
| 172 | + motionpatch = cur_subject_x; | ||
| 173 | + motionpatch(:,:,2) = cur_subject_y; | ||
| 174 | + motionpatch(:,:,3) = cur_subject_z; | ||
| 175 | + | ||
| 176 | + new_file_name = strcat('/home/hyuna/Documents/actionGAN_work/24/24_kicking',file_name(1:20),'_',num2str(LR),num2str(HE),num2str(RV),'.png'); | ||
| 177 | + imwrite(motionpatch,new_file_name); | ||
| 178 | + | ||
| 179 | + end | ||
| 180 | + end | ||
| 181 | + end | ||
| 182 | + | ||
| 183 | + catch | ||
| 184 | + name | ||
| 185 | + end | ||
| 186 | + end | ||
| 187 | +end |
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