v01
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63
thirdparty/opengv/matlab/benchmark_relative_pose_execution_times.m
vendored
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63
thirdparty/opengv/matlab/benchmark_relative_pose_execution_times.m
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%% Reset everything
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clear all;
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clc;
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close all;
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addpath('helpers');
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%% Configure the benchmark
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% central case -> only one camera
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cam_number = 1;
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% Getting 10 points, and testing all algorithms with the respective number of points
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pt_number = 10;
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% noise test, so no outliers
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outlier_fraction = 0.0;
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% repeat 1000 iterations
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iterations = 1000;
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% The algorithms we want to test
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algorithms = { 'twopt';'fivept_stewenius'; 'fivept_nister'; 'fivept_kneip'; 'sevenpt'; 'eightpt'; 'eigensolver' };
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% This defines the number of points used for every algorithm
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indices = { [1,2]; [1, 2, 3, 4, 5]; [1, 2, 3, 4, 5]; [1, 2, 3, 4, 5]; [1, 2, 3, 4, 5, 6, 7]; [1, 2, 3, 4, 5, 6, 7, 8]; [1, 2, 3, 4, 5, 6, 7, 8, 9, 10] };
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% The name of the algorithms in the final plots
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names = { '2pt';'5pt (Stewenius)'; '5pt (Nister)'; '5pt (Kneip)'; '7pt'; '8pt'; 'eigensolver' };
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% noise in this experiment
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noise = 1.0;
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%% Run the benchmark
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%prepare the overall result arrays
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num_algorithms = size(algorithms,1);
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execution_times = zeros(num_algorithms,iterations);
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counter = 0;
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for i=1:iterations
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% generate experiment
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[v1,v2,t,R] = create2D2DExperiment(pt_number,cam_number,noise,outlier_fraction);
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[t_perturbed,R_perturbed] = perturb(t,R,0.01);
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T_perturbed = [R_perturbed,t_perturbed];
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for a=1:num_algorithms
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tic
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Out = opengv_donotuse(algorithms{a},indices{a},v1,v2,T_perturbed);
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execution_times(a,i) = toc/20.0;
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end
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counter = counter + 1;
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if counter == 100
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counter = 0;
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display(['Iteration ' num2str(i) ' of ' num2str(iterations)]);
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end
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end
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%% Plot the results
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hist(execution_times')
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legend(names,'Location','NorthWest')
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xlabel('execution times [s]')
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grid on
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mean(execution_times')
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