1 | % * This code was used in the following articles:
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2 | % * [1] Learning 3-D Scene Structure from a Single Still Image,
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3 | % * Ashutosh Saxena, Min Sun, Andrew Y. Ng,
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4 | % * In ICCV workshop on 3D Representation for Recognition (3dRR-07), 2007.
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5 | % * (best paper)
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6 | % * [2] 3-D Reconstruction from Sparse Views using Monocular Vision,
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7 | % * Ashutosh Saxena, Min Sun, Andrew Y. Ng,
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8 | % * In ICCV workshop on Virtual Representations and Modeling
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9 | % * of Large-scale environments (VRML), 2007.
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10 | % * [3] 3-D Depth Reconstruction from a Single Still Image,
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11 | % * Ashutosh Saxena, Sung H. Chung, Andrew Y. Ng.
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12 | % * International Journal of Computer Vision (IJCV), Aug 2007.
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13 | % * [6] Learning Depth from Single Monocular Images,
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14 | % * Ashutosh Saxena, Sung H. Chung, Andrew Y. Ng.
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15 | % * In Neural Information Processing Systems (NIPS) 18, 2005.
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16 | % *
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17 | % * These articles are available at:
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18 | % * http://make3d.stanford.edu/publications
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19 | % *
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20 | % * We request that you cite the papers [1], [3] and [6] in any of
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21 | % * your reports that uses this code.
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22 | % * Further, if you use the code in image3dstiching/ (multiple image version),
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23 | % * then please cite [2].
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24 | % *
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25 | % * If you use the code in third_party/, then PLEASE CITE and follow the
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26 | % * LICENSE OF THE CORRESPONDING THIRD PARTY CODE.
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27 | % *
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28 | % * Finally, this code is for non-commercial use only. For further
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29 | % * information and to obtain a copy of the license, see
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30 | % *
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31 | % * http://make3d.stanford.edu/publications/code
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32 | % *
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33 | % * Also, the software distributed under the License is distributed on an
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34 | % * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either
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35 | % * express or implied. See the License for the specific language governing
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36 | % * permissions and limitations under the License.
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37 | % *
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38 | % */
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39 | function [POriReprojM TargetID FieldID FieldOccluPix OcluedDist FaceSetIDRemained] = FindOccluPoint(defaultPara, ScaleImg, ITarget, IField, F, ... |
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40 | TargetPointPix, FieldPointPix, INDTarget, INDField, ModelInfoTarget, ModelInfoField, Pair) |
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41 | |
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42 | % Function find the occlu point |
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43 | % And output a region on epipolar line |
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44 | |
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45 | % initial parameters |
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46 | FlagDisp = 1; |
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47 | EpipolarThre = 0.1; |
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48 | MaxFieldPointDist2Ray = 1; |
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49 | [dump DepthScale(1) DepthScale(2)] = size(ModelInfoField.Model.PlaneParaInfo.Position3DFited); |
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50 | |
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51 | NumTargetPointPix = size(TargetPointPix,2); |
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52 | AllFieldPoint3D = ModelInfoField.Model.PlaneParaInfo.Position3DFited; |
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53 | AllFieldPoint3D = AllFieldPoint3D(:,:); |
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54 | |
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55 | % change FieldPoint3D into Target Coordinate |
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56 | R_f_t = Pair.R'; |
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57 | T_f_t = -Pair.R'*Pair.T; |
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58 | AllFieldPoint3D = R_f_t*AllFieldPoint3D + repmat( T_f_t, 1, size(AllFieldPoint3D,2)); % now in Target coordinate |
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59 | |
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60 | % Initialize Variables |
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61 | POriReprojM = []; |
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62 | TargetID = []; |
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63 | FieldID = []; |
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64 | FaceSetIDRemained = []; |
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65 | FieldOccluPix = []; |
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66 | OcluedDist = []; |
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67 | |
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68 | % Test Occlusion for each TargetPointPix point |
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69 | fprintf(' Finding Occlusion Points ......'); |
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70 | FindOccluPointTime = tic; |
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71 | for IndexTargetPointPix = 1:NumTargetPointPix |
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72 | |
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73 | % if IndexTargetPointPix/100 == round(IndexTargetPointPix/100) |
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74 | % IndexTargetPointPix |
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75 | % end |
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76 | % Initalize temp variables |
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77 | INDFieldCandidate = []; |
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78 | |
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79 | % 1) Pre-filtering the 2-d points in field image that are far from the epipolar line corresponding to the TargetPoint |
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80 | |
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81 | % Computing epipolar lines |
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82 | EpipolarLinePara = F*[ TargetPointPix(:,IndexTargetPointPix); 1]; |
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83 | NormalizedEpipolarLinePara = EpipolarLinePara / norm(EpipolarLinePara(1:2)); |
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84 | |
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85 | % Find the RePojection of the Target Point in Field-Camera |
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86 | TargetPoint3D = ModelInfoTarget.Model.PlaneParaInfo.Position3DFited(:,INDTarget(:,IndexTargetPointPix)); % Size 3x1 |
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87 | PointDepth(IndexTargetPointPix) = ModelInfoTarget.Model.PlaneParaInfo.FitDepth(INDTarget(:,IndexTargetPointPix)); |
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88 | POriReproj = defaultPara.InrinsicK2*(Pair.R*( TargetPoint3D) + Pair.T); |
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89 | POriReproj = POriReproj(1:2,:)./POriReproj(3,:); |
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90 | |
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91 | % Modify the POriReproj to the closest point in the image |
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92 | % Since ReProjection of the Target Point might not be in size the Field image range |
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93 | POriReproj = Point2ImageRange(POriReproj, NormalizedEpipolarLinePara, ScaleImg); % some error/ Min fixed later//Solved 6/28 |
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94 | |
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95 | % Finding Field points with distances to the epipolar line smaller than EpipolarThre*max(ScaleImg) |
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96 | Mask = abs(NormalizedEpipolarLinePara' * [ FieldPointPix; ones(1, size(FieldPointPix,2))]) <= EpipolarThre*max(ScaleImg); |
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97 | INDFieldCandidate = INDField(Mask); |
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98 | FieldPoint3D = AllFieldPoint3D(:,INDFieldCandidate); % 3 x NPoints % inFeild coordinate |
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99 | |
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100 | |
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101 | % 2) Pre-filtering the 3-d points in field image that are far from the ray connecting target point to target image-origin. |
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102 | |
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103 | % Find the distance of all the points from the target-origi ray |
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104 | if ~isempty(FieldPoint3D) |
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105 | u = TargetPoint3D' * FieldPoint3D / (TargetPoint3D' * TargetPoint3D); |
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106 | distances = sqrt( sum( ( repmat(u,[3,1]) .* repmat(TargetPoint3D,[1,size(FieldPoint3D,2)]) - FieldPoint3D).^2 ,1)); |
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107 | occludingPointsMask = distances < MaxFieldPointDist2Ray; |
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108 | distances = distances(occludingPointsMask); |
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109 | [distances SortIND ] = sort(distances); |
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110 | % update the new Field Candidate Points |
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111 | FieldPoint3D = FieldPoint3D(:,occludingPointsMask); |
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112 | FieldPoint3D = FieldPoint3D(:,SortIND); |
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113 | INDFieldCandidate = INDFieldCandidate(occludingPointsMask); |
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114 | INDFieldCandidate = INDFieldCandidate(SortIND); |
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115 | end |
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116 | |
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117 | % ============ Min's New trial ================= |
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118 | % 3) Check triangals using FieldPoint3D are occluing the Ray or Not |
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119 | [ SubV SubH] = ind2sub(DepthScale, INDFieldCandidate); |
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120 | % length(INDFieldCandidate) |
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121 | i = 1; |
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122 | breakFlag = 0; |
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123 | while i <=length(INDFieldCandidate) && breakFlag == 0 |
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124 | % i |
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125 | Ray = TargetPoint3D./norm(TargetPoint3D); |
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126 | if (~(SubV(i) == 1 || SubH(i) == 1) && breakFlag ==0) |
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127 | % check top left square |
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128 | if ModelInfoField.Model.PlaneParaInfo.SupOri(SubV(i)-1, SubH(i)-1) == ... |
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129 | ModelInfoField.Model.PlaneParaInfo.SupOri(SubV(i), SubH(i)) |
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130 | % upper right |
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131 | FaceSetID1 = INDFieldCandidate(i) - DepthScale(1) - 1; |
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132 | FaceSetID2 = INDFieldCandidate(i) - 1; |
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133 | TriInd = sub2ind(DepthScale,[ SubV(i) SubV(i)-1 SubV(i)-1],[SubH(i) SubH(i)-1 SubH(i)]); |
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134 | [ CombinePara OccluPointDepth] = SolveOccluPoint( AllFieldPoint3D(:,TriInd),... |
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135 | Ray); |
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136 | OccluStorageScript; % min added script |
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137 | % lower left |
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138 | FaceSetID1 = INDFieldCandidate(i) - DepthScale(1) - 1; |
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139 | FaceSetID2 = INDFieldCandidate(i) - DepthScale(1); |
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140 | TriInd = sub2ind(DepthScale,[ SubV(i) SubV(i)-1 SubV(i)],[SubH(i) SubH(i)-1 SubH(i)-1]); |
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141 | [ CombinePara OccluPointDepth] = SolveOccluPoint( AllFieldPoint3D(:,TriInd),... |
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142 | Ray); |
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143 | OccluStorageScript; % min added script |
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144 | else |
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145 | % lower right |
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146 | FaceSetID1 = INDFieldCandidate(i) - DepthScale(1); |
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147 | FaceSetID2 = INDFieldCandidate(i) - 1; |
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148 | TriInd = sub2ind(DepthScale,[ SubV(i) SubV(i) SubV(i)-1],[SubH(i) SubH(i)-1 SubH(i)]); |
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149 | [ CombinePara OccluPointDepth] = SolveOccluPoint( AllFieldPoint3D(:,TriInd),... |
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150 | Ray); |
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151 | OccluStorageScript; % min added script |
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152 | end |
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153 | end |
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154 | |
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155 | if (~(SubV(i) == 1 || SubH(i) == DepthScale(2)) && breakFlag ==0) |
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156 | % check top right square |
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157 | if ModelInfoField.Model.PlaneParaInfo.SupOri(SubV(i)-1, SubH(i)) == ... |
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158 | ModelInfoField.Model.PlaneParaInfo.SupOri(SubV(i), SubH(i)+1) |
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159 | % lower left |
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160 | FaceSetID1 = INDFieldCandidate(i) - 1; |
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161 | FaceSetID2 = INDFieldCandidate(i) + DepthScale(1); |
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162 | TriInd = sub2ind(DepthScale,[ SubV(i) SubV(i)-1 SubV(i)],[SubH(i) SubH(i) SubH(i)+1]); |
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163 | [ CombinePara OccluPointDepth] = SolveOccluPoint( AllFieldPoint3D(:,TriInd),... |
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164 | Ray); |
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165 | OccluStorageScript; % min added script |
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166 | else |
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167 | % upper left |
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168 | FaceSetID1 = INDFieldCandidate(i) - 1; |
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169 | FaceSetID2 = INDFieldCandidate(i) + DepthScale(1) - 1; |
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170 | TriInd = sub2ind(DepthScale,[ SubV(i) SubV(i)-1 SubV(i)-1],[SubH(i) SubH(i) SubH(i)+1]); |
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171 | [ CombinePara OccluPointDepth] = SolveOccluPoint( AllFieldPoint3D(:,TriInd),... |
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172 | Ray); |
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173 | OccluStorageScript; % min added script |
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174 | % lower right |
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175 | FaceSetID1 = INDFieldCandidate(i) + DepthScale(1) - 1; |
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176 | FaceSetID2 = INDFieldCandidate(i) + DepthScale(1); |
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177 | TriInd = sub2ind(DepthScale,[ SubV(i) SubV(i)-1 SubV(i)],[SubH(i) SubH(i)+1 SubH(i)+1]); |
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178 | [ CombinePara OccluPointDepth] = SolveOccluPoint( AllFieldPoint3D(:,TriInd),... |
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179 | Ray); |
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180 | OccluStorageScript; % min added script |
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181 | |
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182 | end |
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183 | end |
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184 | |
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185 | if (~(SubV(i) == DepthScale(1) || SubH(i) == 1) && breakFlag ==0) |
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186 | % check bottom left square |
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187 | if ModelInfoField.Model.PlaneParaInfo.SupOri(SubV(i), SubH(i)-1) == ... |
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188 | ModelInfoField.Model.PlaneParaInfo.SupOri(SubV(i)+1, SubH(i)) |
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189 | % upper right |
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190 | FaceSetID1 = INDFieldCandidate(i) - DepthScale(1); |
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191 | FaceSetID2 = INDFieldCandidate(i) + 1; |
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192 | TriInd = sub2ind(DepthScale,[ SubV(i) SubV(i) SubV(i)+1],[SubH(i) SubH(i)-1 SubH(i)]); |
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193 | [ CombinePara OccluPointDepth] = SolveOccluPoint( AllFieldPoint3D(:,TriInd),... |
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194 | Ray); |
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195 | OccluStorageScript; % min added script |
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196 | |
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197 | else |
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198 | % upper left |
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199 | FaceSetID1 = INDFieldCandidate(i) - DepthScale(1); |
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200 | FaceSetID2 = INDFieldCandidate(i) - DepthScale(1) + 1; |
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201 | TriInd = sub2ind(DepthScale,[ SubV(i) SubV(i) SubV(i)+1],[SubH(i) SubH(i)-1 SubH(i)-1]); |
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202 | [ CombinePara OccluPointDepth] = SolveOccluPoint( AllFieldPoint3D(:,TriInd),... |
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203 | Ray); |
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204 | OccluStorageScript; % min added script |
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205 | % lower right |
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206 | FaceSetID2 = INDFieldCandidate(i) - DepthScale(1) + 1; |
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207 | FaceSetID1 = INDFieldCandidate(i) + 1; |
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208 | TriInd = sub2ind(DepthScale,[ SubV(i) SubV(i)+1 SubV(i)+1],[SubH(i) SubH(i)-1 SubH(i)]); |
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209 | [ CombinePara OccluPointDepth] = SolveOccluPoint( AllFieldPoint3D(:,TriInd),... |
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210 | Ray); |
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211 | OccluStorageScript; % min added script |
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212 | end |
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213 | end |
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214 | |
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215 | if (~(SubV(i) == DepthScale(1) || SubH(i) == DepthScale(2)) && breakFlag ==0) |
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216 | % check bottom left square |
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217 | if ModelInfoField.Model.PlaneParaInfo.SupOri(SubV(i), SubH(i)) == ... |
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218 | ModelInfoField.Model.PlaneParaInfo.SupOri(SubV(i)+1, SubH(i)+1) |
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219 | % upper right |
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220 | FaceSetID2 = INDFieldCandidate(i) + DepthScale(1) + 1; |
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221 | FaceSetID1 = INDFieldCandidate(i) + DepthScale(1); |
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222 | TriInd = sub2ind(DepthScale,[ SubV(i) SubV(i)+1 SubV(i)],[SubH(i) SubH(i)+1 SubH(i)+1]); |
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223 | [ CombinePara OccluPointDepth] = SolveOccluPoint( AllFieldPoint3D(:,TriInd),... |
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224 | Ray); |
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225 | OccluStorageScript; % min added script |
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226 | % lower left |
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227 | FaceSetID2 = INDFieldCandidate(i) + 1; |
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228 | FaceSetID1 = INDFieldCandidate(i) + DepthScale(1) + 1; |
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229 | TriInd = sub2ind(DepthScale,[ SubV(i) SubV(i)+1 SubV(i)+1],[SubH(i) SubH(i) SubH(i)+1]); |
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230 | [ CombinePara OccluPointDepth] = SolveOccluPoint( AllFieldPoint3D(:,TriInd),... |
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231 | Ray); |
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232 | OccluStorageScript; % min added script |
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233 | else |
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234 | % upper left |
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235 | FaceSetID2 = INDFieldCandidate(i) + 1; |
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236 | FaceSetID1 = INDFieldCandidate(i) + DepthScale(1); |
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237 | TriInd = sub2ind(DepthScale,[ SubV(i) SubV(i)+1 SubV(i)],[SubH(i) SubH(i) SubH(i)+1]); |
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238 | [ CombinePara OccluPointDepth] = SolveOccluPoint( AllFieldPoint3D(:,TriInd),... |
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239 | Ray); |
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240 | OccluStorageScript; % min added script |
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241 | end |
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242 | end |
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243 | % i |
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244 | i = i + 1; |
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245 | end % end of second for loop |
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246 | % ===================================== |
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247 | % IndexTargetPointPix |
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248 | end % end of first for loop |
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249 | disp([ ' ' num2str( toc(FindOccluPointTime)) ' seconds']); |
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250 | return; |
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