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1
2 ///////////////////////////////////////////////////////////////////////////
3 // This program is free software: you can redistribute it and/or modify  //
4 // it under the terms of the version 3 of the GNU General Public License //
5 // as published by the Free Software Foundation.                         //
6 //                                                                       //
7 // This program is distributed in the hope that it will be useful, but   //
8 // WITHOUT ANY WARRANTY; without even the implied warranty of            //
9 // MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU      //
10 // General Public License for more details.                              //
11 //                                                                       //
12 // You should have received a copy of the GNU General Public License     //
13 // along with this program. If not, see <http://www.gnu.org/licenses/>.  //
14 //                                                                       //
15 // Written by Francois Fleuret, (C) IDIAP                                //
16 // Contact <francois.fleuret@idiap.ch> for comments & bug reports        //
17 ///////////////////////////////////////////////////////////////////////////
18
19 #ifndef PARSING_POOL_H
20 #define PARSING_POOL_H
21
22 /*
23
24   A ParsingPool is a family of Parsing associated to all the images of
25   a LabelledImagePool.
26
27 */
28
29 #include "parsing.h"
30 #include "pi_feature_family.h"
31 #include "classifier.h"
32 #include "labelled_image_pool.h"
33 #include "pose_cell_hierarchy.h"
34
35 class ParsingPool {
36   int _nb_images;
37   long int _nb_cells, _nb_positive_cells, _nb_negative_cells;
38   Parsing **_parsings;
39
40 public:
41
42   inline int nb_cells() {
43     return _nb_cells;
44   }
45
46   inline int nb_positive_cells() {
47     return _nb_positive_cells;
48   }
49
50   inline int nb_negative_cells() {
51     return _nb_negative_cells;
52   }
53
54   ParsingPool(LabelledImagePool *image_pool, PoseCellHierarchy *hierarchy, scalar_t proportion_negative_cells);
55
56   ~ParsingPool();
57
58   // The parameter level is the resulting level, not the starting one,
59   // hence should always be strictly positive
60   void down_one_level(LossMachine *loss_machine, PoseCellHierarchy *hierarchy, int level);
61
62   void update_cell_responses(PiFeatureFamily *pi_feature_family,
63                              Classifier *classifier);
64
65   // Collect all positive and sample negative examples
66   void weighted_sampling(LossMachine *loss_machine,
67                          PiFeatureFamily *pi_feature_family,
68                          SampleSet *sample_set,
69                          scalar_t *responses);
70
71   void write_roc(ofstream *out);
72 };
73
74 #endif