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regulizedCostOfFineTuneLiDARTagPose.m
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regulizedCostOfFineTuneLiDARTagPose.m
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%{
* Copyright (C) 2013-2020, The Regents of The University of Michigan.
* All rights reserved.
* This software was developed in the Biped Lab (https://www.biped.solutions/)
* under the direction of Jessy Grizzle, [email protected]. This software may
* be available under alternative licensing terms; contact the address above.
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
* 1. Redistributions of source code must retain the above copyright notice, this
* list of conditions and the following disclaimer.
* 2. Redistributions in binary form must reproduce the above copyright notice,
* this list of conditions and the following disclaimer in the documentation
* and/or other materials provided with the distribution.
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
* ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
* WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR
* ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
* (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
* ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
* (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
* SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
* The views and conclusions contained in the software and documentation are those
* of the authors and should not be interpreted as representing official policies,
* either expressed or implied, of the Regents of The University of Michigan.
*
* AUTHOR: Bruce JK Huang (bjhuang[at]umich.edu)
* WEBSITE: https://www.brucerobot.com/
%}
function cost = regulizedCostOfFineTuneLiDARTagPose(theta_x, theta_y, theta_z, T, X, Y, H_LT, P, target_len)
R = rotx(theta_x) * roty(theta_y) * rotz(theta_z);
H_LC = eye(4);
H_LC(1:3,1:3) = R;
H_LC(1:3, 4) = T;
x_prime = R(1, :) * X(1:3, :) + T(1);
y_prime = R(2, :) * X(1:3, :) + T(2);
z_prime = R(3, :) * X(1:3, :) + T(3);
L_X_transformed = [x_prime; y_prime; z_prime; ones(size(x_prime))]; % transformed points in LiDAR frame
C_X_transformed = P * L_X_transformed;
C_X_transformed = C_X_transformed ./ C_X_transformed(3,:);
X_at_lidar_frame = inv(H_LT) * inv(H_LC) * L_X_transformed;
cost_x = 0;
cost_y = 0;
cost_z = 0;
for i = 1:size(L_X_transformed, 2)
cost_z = cost_z + checkCost(X_at_lidar_frame(3, i), -target_len/2, target_len/2);
cost_y = cost_y + checkCost(X_at_lidar_frame(2, i), -target_len/2, target_len/2);
cost_x = cost_x + checkCost(X_at_lidar_frame(1, i), -0.001, 0.001);
end
total_cost = cost_x + cost_y + cost_z;
cost = 1*norm(C_X_transformed(1:2,:) - Y(1:2,:), 'fro')^2 + 1e3*total_cost; %1e3 for RSS paper for now
% cost = 1*norm(C_X_transformed(1:2,:) - Y(1:2,:), 'fro')^2 + 1e-3*total_cost; %1e3 for RSS paper for now
end