options structure all the way
parent
4107167633
commit
6b23258b97
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@ -3,9 +3,6 @@
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% Make sure global variables are visible on command prompt
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% Make sure global variables are visible on command prompt
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% so you can examine how they change as you step through
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% so you can examine how they change as you step through
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global HARD_CONSTRAINT POINT_PRIORS BATCH_INIT REORDER_INTERVAL ALWAYS_RELINEARIZE
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global SAVE_GRAPH PRINT_STATS DRAW_INTERVAL CAMERA_INTERVAL DRAW_TRUE_POSES
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global SAVE_FIGURES SAVE_GRAPHS SHOW_TIMING
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global data
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global data
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global poseNoise pointNoise odometryNoise measurementNoise
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global poseNoise pointNoise odometryNoise measurementNoise
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global frame_i isam result
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global frame_i isam result
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@ -11,43 +11,42 @@
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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%% Global variables used in VisualISAMExample
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%% Global variables used in VisualISAMExample
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global data isam frame_i result
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global options data isam result frame_i
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global poseNoise odometryNoise pointNoise measurementNoise
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global poseNoise odometryNoise pointNoise measurementNoise
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global HARD_CONSTRAINT POINT_PRIORS BATCH_INIT REORDER_INTERVAL ALWAYS_RELINEARIZE
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global SAVE_GRAPH PRINT_STATS DRAW_INTERVAL CAMERA_INTERVAL DRAW_TRUE_POSES
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global SAVE_FIGURES SAVE_GRAPHS
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%% iSAM Options
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% Data Options
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HARD_CONSTRAINT = false;
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POINT_PRIORS = false;
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BATCH_INIT = true;
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REORDER_INTERVAL = 10;
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ALWAYS_RELINEARIZE = false;
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%% Display Options
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SAVE_GRAPH = false;
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PRINT_STATS = false;
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DRAW_INTERVAL = 5;
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CAMERA_INTERVAL = 1;
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DRAW_TRUE_POSES = false;
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SAVE_FIGURES = false;
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SAVE_GRAPHS = false;
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%% Generate data
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options.triangle = false;
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options.triangle = false;
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options.nrCameras = 20;
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options.nrCameras = 20;
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showImages = false;
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options.showImages = false;
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data = VisualISAMGenerateData(options,showImages);
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% iSAM Options
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options.hardConstraint = false;
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options.pointPriors = false;
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options.batchInitialization = true;
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options.reorderInterval = 10;
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options.alwaysRelinearize = false;
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% Display Options
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options.saveDotFile = false;
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options.printStats = false;
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options.drawInterval = 5;
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options.cameraInterval = 1;
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options.drawTruePoses = false;
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options.saveFigures = false;
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options.saveDotFiles = false;
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%% Generate data
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data = VisualISAMGenerateData(options);
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%% Initialize iSAM with the first pose and points
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%% Initialize iSAM with the first pose and points
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VisualISAMInitialize
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VisualISAMInitialize(options)
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figure;
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figure(1);
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VisualISAMPlot
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VisualISAMPlot(data, isam, result, options)
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%% Main loop for iSAM: stepping through all poses
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%% Main loop for iSAM: stepping through all poses
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for frame_i=3:options.nrCameras
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for frame_i=3:options.nrCameras
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VisualISAMStep
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VisualISAMStep
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if mod(frame_i,DRAW_INTERVAL)==0
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if mod(frame_i,options.drawInterval)==0
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VisualISAMPlot
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VisualISAMPlot(data, isam, result, options)
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end
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end
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end
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end
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@ -11,43 +11,42 @@
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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%% Global variables used in VisualISAMExample
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%% Global variables used in VisualISAMExample
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global data isam frame_i result
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global options data isam result frame_i
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global poseNoise odometryNoise pointNoise measurementNoise
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global poseNoise odometryNoise pointNoise measurementNoise
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global HARD_CONSTRAINT POINT_PRIORS BATCH_INIT REORDER_INTERVAL ALWAYS_RELINEARIZE
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global SAVE_GRAPH PRINT_STATS DRAW_INTERVAL CAMERA_INTERVAL DRAW_TRUE_POSES
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global SAVE_FIGURES SAVE_GRAPHS
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%% iSAM Options
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% Data Options
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HARD_CONSTRAINT = false;
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POINT_PRIORS = false;
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BATCH_INIT = true;
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REORDER_INTERVAL = 10;
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ALWAYS_RELINEARIZE = false;
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%% Display Options
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SAVE_GRAPH = false;
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PRINT_STATS = false;
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DRAW_INTERVAL = 5;
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CAMERA_INTERVAL = 1;
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DRAW_TRUE_POSES = false;
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SAVE_FIGURES = false;
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SAVE_GRAPHS = false;
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%% Generate data
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options.triangle = true;
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options.triangle = true;
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options.nrCameras = 10;
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options.nrCameras = 10;
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showImages = false;
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options.showImages = false;
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data = VisualISAMGenerateData(options,showImages);
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% iSAM Options
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options.hardConstraint = false;
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options.pointPriors = false;
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options.batchInitialization = true;
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options.reorderInterval = 10;
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options.alwaysRelinearize = false;
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% Display Options
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options.saveDotFile = false;
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options.printStats = false;
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options.drawInterval = 5;
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options.cameraInterval = 1;
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options.drawTruePoses = false;
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options.saveFigures = false;
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options.saveDotFiles = false;
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%% Generate data
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data = VisualISAMGenerateData(options);
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%% Initialize iSAM with the first pose and points
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%% Initialize iSAM with the first pose and points
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VisualISAMInitialize
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VisualISAMInitialize(options)
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figure;
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figure(1);
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VisualISAMPlot
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VisualISAMPlot(data, isam, result, options)
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%% Main loop for iSAM: stepping through all poses
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%% Main loop for iSAM: stepping through all poses
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for frame_i=3:options.nrCameras
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for frame_i=3:options.nrCameras
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VisualISAMStep
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VisualISAMStep
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if mod(frame_i,DRAW_INTERVAL)==0
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if mod(frame_i,options.drawInterval)==0
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VisualISAMPlot
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VisualISAMPlot(data, isam, result, options)
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end
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end
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end
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end
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function data = VisualISAMGenerateData(options, showImages)
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function data = VisualISAMGenerateData(options)
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% VisualISAMGenerateData: create data for viusalSLAM::iSAM examples
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% VisualISAMGenerateData: create data for viusalSLAM::iSAM examples
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% Authors: Duy Nguyen Ta and Frank Dellaert
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% Authors: Duy Nguyen Ta and Frank Dellaert
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if nargin<2, showImages=false; end
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%% Generate simulated data
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%% Generate simulated data
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data.points = {};
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data.points = {};
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@ -35,7 +34,7 @@ for i=1:options.nrCameras
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end
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end
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%% show images if asked
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%% show images if asked
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if showImages
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if options.showImages
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gui = gcf;
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gui = gcf;
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for i=1:options.nrCameras
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for i=1:options.nrCameras
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figure(2+i);clf;hold on
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figure(2+i);clf;hold on
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function VisualInitialize
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function VisualInitialize(options)
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% VisualInitialize: initialize visualSLAM::iSAM object and noise parameters
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% VisualInitialize: initialize visualSLAM::iSAM object and noise parameters
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% Authors: Duy Nguyen Ta and Frank Dellaert
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% Authors: Duy Nguyen Ta and Frank Dellaert
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% options
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global REORDER_INTERVAL HARD_CONSTRAINT POINT_PRIORS BATCH_INIT ALWAYS_RELINEARIZE
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% global variables, input
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% global variables, input
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global data
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global data
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@ -13,7 +10,7 @@ global isam frame_i result
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global poseNoise odometryNoise pointNoise measurementNoise
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global poseNoise odometryNoise pointNoise measurementNoise
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%% Initialize iSAM
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%% Initialize iSAM
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isam = visualSLAMISAM(REORDER_INTERVAL);
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isam = visualSLAMISAM(options.reorderInterval);
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%% Set Noise parameters
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%% Set Noise parameters
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poseNoise = gtsamSharedNoiseModel_Sigmas([0.001 0.001 0.001 0.1 0.1 0.1]');
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poseNoise = gtsamSharedNoiseModel_Sigmas([0.001 0.001 0.001 0.1 0.1 0.1]');
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initialEstimates = visualSLAMValues;
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initialEstimates = visualSLAMValues;
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for frame_i=1:2
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for frame_i=1:2
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ii = symbol('x',frame_i);
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ii = symbol('x',frame_i);
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if frame_i==1 & HARD_CONSTRAINT % add hard constraint
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if frame_i==1 & options.hardConstraint % add hard constraint
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newFactors.addPoseConstraint(ii,data.cameras{1}.pose);
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newFactors.addPoseConstraint(ii,data.cameras{1}.pose);
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else
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else
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newFactors.addPosePrior(ii,data.cameras{frame_i}.pose, poseNoise);
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newFactors.addPosePrior(ii,data.cameras{frame_i}.pose, poseNoise);
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%% Initialize points, possibly add priors on them
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%% Initialize points, possibly add priors on them
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for j=1:size(data.points,2)
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for j=1:size(data.points,2)
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jj = symbol('l',j);
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jj = symbol('l',j);
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if POINT_PRIORS % add point priors
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if options.pointPriors % add point priors
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newFactors.addPointPrior(jj, data.points{j}, pointNoise);
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newFactors.addPointPrior(jj, data.points{j}, pointNoise);
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end
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end
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initialEstimates.insertPoint(jj, data.points{j}); % TODO: should not be from ground truth!
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initialEstimates.insertPoint(jj, data.points{j}); % TODO: should not be from ground truth!
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end
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end
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%% Update ISAM
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%% Update ISAM
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if BATCH_INIT % Do a full optimize for first two poses
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if options.batchInitialization % Do a full optimize for first two poses
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fullyOptimized = newFactors.optimize(initialEstimates);
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fullyOptimized = newFactors.optimize(initialEstimates);
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isam.update(newFactors, fullyOptimized);
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isam.update(newFactors, fullyOptimized);
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else
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else
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result = isam.estimate();
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result = isam.estimate();
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% t=toc; plot(frame_i,t,'g.');
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% t=toc; plot(frame_i,t,'g.');
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if ALWAYS_RELINEARIZE % re-linearize
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if options.alwaysRelinearize % re-linearize
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isam.reorder_relinearize();
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isam.reorder_relinearize();
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end
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end
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function VisualISAMPlot(data, isam, result, options)
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% VisualISAMPlot: plot current state of visualSLAM::iSAM object
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% VisualISAMPlot: plot current state of visualSLAM::iSAM object
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% Authors: Duy Nguyen Ta and Frank Dellaert
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% Authors: Duy Nguyen Ta and Frank Dellaert
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% global variables, input
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M = double(result.nrPoses);
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global data frame_i isam result
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N = double(result.nrPoints);
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% options
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global CAMERA_INTERVAL DRAW_TRUE_POSES SAVE_FIGURES SAVE_GRAPHS
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global SAVE_GRAPH PRINT_STATS
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%% Plot results
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h=gca;
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h=gca;
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cla(h);
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cla(h);
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hold on;
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hold on;
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for j=1:size(data.points,2)
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point_j = result.point(symbol('l',j));
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%% Plot points
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for j=1:N
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jj = symbol('l',j);
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point_j = result.point(jj);
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plot3(point_j.x, point_j.y, point_j.z,'marker','o');
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plot3(point_j.x, point_j.y, point_j.z,'marker','o');
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if (frame_i>1)
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P = isam.marginalCovariance(jj);
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P = isam.marginalCovariance(symbol('l',j));
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covarianceEllipse3D([point_j.x;point_j.y;point_j.z],P);
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covarianceEllipse3D([point_j.x;point_j.y;point_j.z],P);
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end
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end
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end
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%% Plot cameras
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for ii=1:CAMERA_INTERVAL:frame_i
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for i=1:options.cameraInterval:M
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pose_ii = result.pose(symbol('x',ii));
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ii = symbol('x',i);
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if (frame_i>1)
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pose_i = result.pose(ii);
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P = isam.marginalCovariance(symbol('x',ii));
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if options.hardConstraint & (i==1)
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else
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plotPose3(pose_i,[],10);
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P = [];
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else
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end
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P = isam.marginalCovariance(ii);
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plotPose3(pose_ii,P,10);
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plotPose3(pose_i,P,10);
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if DRAW_TRUE_POSES % show ground truth
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end
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plotPose3(data.cameras{ii}.pose,0.001*eye(6),10);
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if options.drawTruePoses % show ground truth
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plotPose3(data.cameras{i}.pose,[],10);
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end
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end
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end
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end
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%% draw
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axis([-40 40 -40 40 -10 20]);axis equal
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axis([-40 40 -40 40 -10 20]);axis equal
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view(3)
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view(3)
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colormap('hot')
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colormap('hot')
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drawnow
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if SAVE_FIGURES
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%% do various optional things
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if options.saveFigures
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fig2 = figure('visible','off');
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fig2 = figure('visible','off');
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newax = copyobj(h,fig2);
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newax = copyobj(h,fig2);
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colormap(fig2,'hot');
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colormap(fig2,'hot');
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set(newax, 'units', 'normalized', 'position', [0.13 0.11 0.775 0.815]);
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set(newax, 'units', 'normalized', 'position', [0.13 0.11 0.775 0.815]);
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print(fig2,'-dpng',sprintf('VisualiSAM%03d.png',frame_i));
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print(fig2,'-dpng',sprintf('VisualiSAM%03d.png',M));
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end
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if SAVE_GRAPHS && (frame_i>1)
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isam.saveGraph(sprintf('VisualiSAM%03d.dot',frame_i));
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end
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end
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if SAVE_GRAPH
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if options.saveDotFiles
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isam.saveGraph(sprintf('VisualiSAM.dot',frame_i));
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isam.saveGraph(sprintf('VisualiSAM%03d.dot',M));
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end
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end
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if PRINT_STATS
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if options.saveDotFile
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isam.saveGraph(sprintf('VisualiSAM.dot'));
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end
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if options.printStats
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isam.printStats();
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isam.printStats();
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end
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end
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drawnow
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@ -3,8 +3,7 @@ function VisualISAMStep
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% Authors: Duy Nguyen Ta and Frank Dellaert
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% Authors: Duy Nguyen Ta and Frank Dellaert
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% global variables, input
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% global variables, input
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global frame_i odometryNoise measurementNoise
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global options data odometryNoise measurementNoise frame_i
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global data
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% global variables, input/output
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% global variables, input/output
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global isam
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global isam
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% global variables, output
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% global variables, output
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global result
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global result
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% options
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global SHOW_TIMING ALWAYS_RELINEARIZE
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% iSAM expects us to give it a new set of factors
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% iSAM expects us to give it a new set of factors
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% along with initial estimates for any new variables introduced.
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% along with initial estimates for any new variables introduced.
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newFactors = visualSLAMGraph;
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newFactors = visualSLAMGraph;
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@ -40,6 +36,6 @@ isam.update(newFactors, initialEstimates);
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result = isam.estimate();
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result = isam.estimate();
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% t=toc; plot(frame_i,t,'g.');
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% t=toc; plot(frame_i,t,'g.');
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if ALWAYS_RELINEARIZE % re-linearize
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if options.alwaysRelinearize % re-linearize
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isam.reorder_relinearize();
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isam.reorder_relinearize();
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end
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end
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function initOptions(handles)
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function initOptions(handles)
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global HARD_CONSTRAINT POINT_PRIORS BATCH_INIT REORDER_INTERVAL ALWAYS_RELINEARIZE
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global options
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global SAVE_GRAPH PRINT_STATS DRAW_INTERVAL CAMERA_INTERVAL DRAW_TRUE_POSES
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global SAVE_FIGURES SAVE_GRAPHS SHOW_TIMING
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% Data options
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options.triangle = chooseDataset(handles);
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options.nrCameras = str2num(get(handles.numCamEdit,'String'));
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options.showImages = get(handles.showImagesCB,'Value');
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||||||
|
|
||||||
% iSAM Options
|
% iSAM Options
|
||||||
HARD_CONSTRAINT = get(handles.hardConstraintCB,'Value');
|
options.hardConstraint = get(handles.hardConstraintCB,'Value');
|
||||||
POINT_PRIORS = get(handles.pointPriorsCB,'Value');
|
options.pointPriors = get(handles.pointPriorsCB,'Value');
|
||||||
BATCH_INIT = get(handles.batchInitCB,'Value');
|
options.batchInitialization = get(handles.batchInitCB,'Value');
|
||||||
REORDER_INTERVAL = str2num(get(handles.reorderIntervalEdit,'String'));
|
options.reorderInterval = str2num(get(handles.reorderIntervalEdit,'String'));
|
||||||
ALWAYS_RELINEARIZE = get(handles.alwaysRelinearizeCB,'Value');
|
options.alwaysRelinearize = get(handles.alwaysRelinearizeCB,'Value');
|
||||||
|
|
||||||
% Display Options
|
% Display Options
|
||||||
SAVE_GRAPH = get(handles.saveGraphCB,'Value');
|
options.saveDotFile = get(handles.saveGraphCB,'Value');
|
||||||
PRINT_STATS = get(handles.printStatsCB,'Value');
|
options.printStats = get(handles.printStatsCB,'Value');
|
||||||
DRAW_INTERVAL = str2num(get(handles.drawInterval,'String'));
|
options.drawInterval = str2num(get(handles.drawInterval,'String'));
|
||||||
CAMERA_INTERVAL = str2num(get(handles.cameraIntervalEdit,'String'));
|
options.cameraInterval = str2num(get(handles.cameraIntervalEdit,'String'));
|
||||||
DRAW_TRUE_POSES = get(handles.drawTruePosesCB,'Value');
|
options.drawTruePoses = get(handles.drawTruePosesCB,'Value');
|
||||||
SAVE_FIGURES = get(handles.saveFiguresCB,'Value');
|
options.saveFigures = get(handles.saveFiguresCB,'Value');
|
||||||
SAVE_GRAPHS = get(handles.saveGraphsCB,'Value');
|
options.saveDotFiles = get(handles.saveGraphsCB,'Value');
|
||||||
SHOW_TIMING = false;
|
|
||||||
|
|
||||||
%----------------------------------------------------------
|
%----------------------------------------------------------
|
||||||
% Callback functions for GUI elements
|
% Callback functions for GUI elements
|
||||||
|
@ -222,33 +224,31 @@ function saveGraphsCB_Callback(hObject, ~, handles)
|
||||||
% --- Executes on button press in intializeButton.
|
% --- Executes on button press in intializeButton.
|
||||||
function intializeButton_Callback(hObject, ~, handles)
|
function intializeButton_Callback(hObject, ~, handles)
|
||||||
|
|
||||||
global data
|
global options data isam result
|
||||||
|
|
||||||
% initialize global options
|
% initialize global options
|
||||||
|
global options
|
||||||
initOptions(handles)
|
initOptions(handles)
|
||||||
|
|
||||||
% Generate Data
|
% Generate Data
|
||||||
options.triangle = chooseDataset(handles);
|
data = VisualISAMGenerateData(options);
|
||||||
options.nrCameras = str2num(get(handles.numCamEdit,'String'));
|
|
||||||
showImages = get(handles.showImagesCB,'Value');
|
|
||||||
data = VisualISAMGenerateData(options, showImages);
|
|
||||||
|
|
||||||
% Initialize and plot
|
% Initialize and plot
|
||||||
VisualISAMInitialize
|
VisualISAMInitialize(options)
|
||||||
VisualISAMPlot
|
VisualISAMPlot(data, isam, result, options)
|
||||||
showFramei(hObject, handles)
|
showFramei(hObject, handles)
|
||||||
|
|
||||||
|
|
||||||
% --- Executes on button press in runButton.
|
% --- Executes on button press in runButton.
|
||||||
function runButton_Callback(hObject, ~, handles)
|
function runButton_Callback(hObject, ~, handles)
|
||||||
global frame_i data DRAW_INTERVAL
|
global options data frame_i isam result
|
||||||
while (frame_i<size(data.cameras,2))
|
while (frame_i<size(data.cameras,2))
|
||||||
frame_i = frame_i+1;
|
frame_i = frame_i+1;
|
||||||
showFramei(hObject, handles)
|
showFramei(hObject, handles)
|
||||||
VisualISAMStep
|
VisualISAMStep
|
||||||
if mod(frame_i,DRAW_INTERVAL)==0
|
if mod(frame_i,options.drawInterval)==0
|
||||||
showWaiting(handles, 'Computing marginals...');
|
showWaiting(handles, 'Computing marginals...');
|
||||||
VisualISAMPlot
|
VisualISAMPlot(data, isam, result, options)
|
||||||
showWaiting(handles, '');
|
showWaiting(handles, '');
|
||||||
end
|
end
|
||||||
end
|
end
|
||||||
|
@ -256,13 +256,13 @@ end
|
||||||
|
|
||||||
% --- Executes on button press in stepButton.
|
% --- Executes on button press in stepButton.
|
||||||
function stepButton_Callback(hObject, ~, handles)
|
function stepButton_Callback(hObject, ~, handles)
|
||||||
global frame_i data DRAW_INTERVAL
|
global options data frame_i isam result
|
||||||
if (frame_i<size(data.cameras,2))
|
if (frame_i<size(data.cameras,2))
|
||||||
frame_i = frame_i+1;
|
frame_i = frame_i+1;
|
||||||
showFramei(hObject, handles)
|
showFramei(hObject, handles)
|
||||||
VisualISAMStep
|
VisualISAMStep
|
||||||
showWaiting(handles, 'Computing marginals...');
|
showWaiting(handles, 'Computing marginals...');
|
||||||
VisualISAMPlot
|
VisualISAMPlot(data, isam, result, options)
|
||||||
showWaiting(handles, '');
|
showWaiting(handles, '');
|
||||||
end
|
end
|
||||||
|
|
||||||
|
|
Loading…
Reference in New Issue