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vision_problem_14.cc
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vision_problem_14.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_14.h"
#include "shape.h"
VisionProblem_14::VisionProblem_14() { }
void VisionProblem_14::sample_shapes_positions_aligned(int nb_shapes, int *xs, int *ys) {
for(int n = 0; n < nb_shapes - 1; n++) {
xs[n] = int(random_uniform_0_1() * (Vignette::width - part_size + 1)) + part_size/2;
ys[n] = int(random_uniform_0_1() * (Vignette::height - part_size + 1)) + part_size/2;
}
scalar_t alpha = random_uniform_0_1();
xs[nb_shapes - 1] = int(alpha * xs[0] + (1 - alpha) * xs[1]);
ys[nb_shapes - 1] = int(alpha * ys[0] + (1 - alpha) * ys[1]);
}
void VisionProblem_14::sample_shapes_positions_uniformly(int nb_shapes, int *xs, int *ys) {
for(int n = 0; n < nb_shapes; n++) {
xs[n] = int(random_uniform_0_1() * (Vignette::width - part_size + 1)) + part_size/2;
ys[n] = int(random_uniform_0_1() * (Vignette::height - part_size + 1)) + part_size/2;
}
}
int VisionProblem_14::there_is_an_alignment(scalar_t dist_threshold, int nb_shapes, int *xs, int *ys) {
for(int a = 0; a < nb_shapes; a++) {
for(int b = 0; b < nb_shapes; b++) {
for(int c = 0; c < b; c++) {
if(a != b && a != c) {
if(point_in_band(scalar_t(xs[a]), scalar_t(ys[a]),
scalar_t(xs[b]), scalar_t(ys[b]),
scalar_t(xs[c]), scalar_t(ys[c]),
dist_threshold)) return 1;
}
}
}
}
return 0;
}
void VisionProblem_14::generate(int label, Vignette *vignette) {
int nb_shapes = 3;
int xs[nb_shapes], ys[nb_shapes];
int error;
do {
if(label) {
sample_shapes_positions_aligned(nb_shapes, xs, ys);
} else {
do {
sample_shapes_positions_uniformly(nb_shapes, xs, ys);
} while(there_is_an_alignment(Vignette::width/20, 3, xs, ys));
}
vignette->clear();
Shape shape;
error = 0;
for(int n = 0; n < nb_shapes; n++) {
if(n == 0) {
shape.randomize(part_size/2, hole_size/2);
}
error |= vignette->overwrites(&shape, xs[n], ys[n]);
if(!error) {
vignette->store_and_draw(&shape, xs[n], ys[n], 0,
0, part_size / 2, 0);
}
}
} while(error);
}