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vision_problem_3.cc
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vision_problem_3.cc
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/*
* svrt is the ``Synthetic Visual Reasoning Test'', an image
* generator for evaluating classification performance of machine
* learning systems, humans and primates.
*
* Copyright (c) 2009 Idiap Research Institute, http://www.idiap.ch/
* Written by Francois Fleuret <[email protected]>
*
* This file is part of svrt.
*
* svrt is free software: you can redistribute it and/or modify it
* under the terms of the GNU General Public License version 3 as
* published by the Free Software Foundation.
*
* svrt is distributed in the hope that it will be useful, but
* WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
* General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with svrt. If not, see <http://www.gnu.org/licenses/>.
*
*/
#include "vision_problem_3.h"
#include "shape.h"
VisionProblem_3::VisionProblem_3() { }
void VisionProblem_3::generate(int label, Vignette *vignette) {
int nb_shapes = 4;
Vignette avoid, tmp;
const int dist_min = Vignette::width / 8;
int nb_attempts;
const int max_nb_attempts = 100;
do {
avoid.clear();
vignette->clear();
nb_attempts = 0;
for(int s = 0; nb_attempts < max_nb_attempts && s < nb_shapes; s++) {
Shape shape;
int xs, ys, i, proper_margin, proper_connection;
do {
tmp.clear();
do {
do {
xs = int(random_uniform_0_1() * Vignette::width);
ys = int(random_uniform_0_1() * Vignette::height);
shape.randomize(part_size, hole_size);
} while(tmp.overwrites(&shape, xs, ys)); // check not out-of-vignette
// omg this is ugly
if(label && s == 1) {
proper_margin = 1;
} else {
proper_margin = !avoid.overwrites(&shape, xs, ys);
}
if((label && (s == 1 || s == 3)) || (!label && (s >= 2))) {
proper_connection = vignette->overwrites(&shape, xs, ys);
} else {
proper_connection = 1;
}
nb_attempts++;
} while(nb_attempts < max_nb_attempts && !proper_margin);
tmp.draw(s, &shape, xs, ys);
tmp.fill(xs, ys, 128);
if(proper_margin && proper_connection) {
if((label && (s == 1 || s == 3)) || (!label && (s >= 2))) {
i = vignette->intersection(&tmp);
proper_connection = (i > 0) && (i < 4);
} else {
proper_connection = 1;
}
} else {
proper_connection = 0; // To avoid compilation warning
}
} while(nb_attempts < max_nb_attempts && (!proper_margin || !proper_connection));
if(nb_attempts < max_nb_attempts) {
vignette->store_and_draw(&shape, xs, ys, s, 0, part_size, 0);
vignette->fill(xs, ys, 128);
if((label && s < 2) || (!label && s < 1)) {
for(int k = 0; k < dist_min; k++) tmp.grow();
avoid.superpose(&avoid, &tmp);
}
}
}
} while(nb_attempts >= max_nb_attempts);
vignette->replace_value(128, 255);
}