/*M///////////////////////////////////////////////////////////////////////////////////////
//
// IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
//
// By downloading, copying, installing or using the software you agree to this license.
// If you do not agree to this license, do not download, install,
// copy or use the software.
//
//
// License Agreement
// For Open Source Computer Vision Library
//
// Copyright (C) 2014, Itseez Inc, all rights reserved.
// Third party copyrights are property of their respective owners.
//
// Redistribution and use in source and binary forms, with or without modification,
// are permitted provided that the following conditions are met:
//
// * Redistribution's of source code must retain the above copyright notice,
// this list of conditions and the following disclaimer.
//
// * Redistribution's 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.
//
// * The name of the copyright holders may not be used to endorse or promote products
// derived from this software without specific prior written permission.
//
// 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 Itseez Inc 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.
//
//M*/
#include "opencv2/datasets/fr_adience.hpp"
#include "opencv2/datasets/util.hpp"
#include <map>
#include <set>
namespace cv
{
namespace datasets
{
using namespace std;
class FR_adienceImp : public FR_adience
{
public:
FR_adienceImp() {}
//FR_adienceImp(const string &path);
virtual ~FR_adienceImp() {}
virtual void load(const string &path);
private:
void loadDataset(const string &path);
void loadFile(const string &filename, vector< Ptr<FR_adienceObj> > &out);
void cv5ToSplits(vector< Ptr<FR_adienceObj> > fileList[5]);
map< string, vector<string> > realNames;
set<string> missing;
};
/*FR_adienceImp::FR_adienceImp(const string &path)
{
loadDataset(path);
}*/
void FR_adienceImp::load(const string &path)
{
loadDataset(path);
}
void FR_adienceImp::loadFile(const string &filename, vector< Ptr<FR_adienceObj> > &out)
{
string line;
ifstream infile(filename.c_str());
getline(infile, line); // skip header
while (getline(infile, line))
{
vector<string> elems;
split(line, elems, ',');
string user_id = elems[0];
string original_image = elems[1];
// convert original_image to real image name
bool isChanged = false;
vector<string> &currImgs = realNames[user_id];
for (vector<string>::iterator it=currImgs.begin(); it!=currImgs.end(); ++it)
{
string &name = *it;
size_t origImgLen = original_image.length();
if (name.length()>origImgLen && name.substr(name.length()-origImgLen) == original_image)
{
original_image = name;
isChanged = true;
break;
}
}
if (!isChanged)
{
missing.insert(user_id+"/"+original_image);
continue;
}
Ptr<FR_adienceObj> curr(new FR_adienceObj);
curr->user_id = user_id;
curr->original_image = original_image;
curr->face_id = atoi(elems[2].c_str());
curr->age = elems[3];
if (elems[4]=="m")
{
curr->gender = male;
} else
if (elems[4]=="f")
{
curr->gender = female;
} else
{
curr->gender = none;
}
curr->x = atoi(elems[5].c_str());
curr->y = atoi(elems[6].c_str());
curr->dx = atoi(elems[7].c_str());
curr->dy = atoi(elems[8].c_str());
curr->tilt_ang = atoi(elems[9].c_str());
curr->fiducial_yaw_angle = atoi(elems[10].c_str());
curr->fiducial_score = atoi(elems[11].c_str());
out.push_back(curr);
}
}
void FR_adienceImp::cv5ToSplits(vector< Ptr<FR_adienceObj> > fileList[5])
{
for (unsigned int i=0; i<5; ++i)
{
train.push_back(vector< Ptr<Object> >());
test.push_back(vector< Ptr<Object> >());
validation.push_back(vector< Ptr<Object> >());
for (unsigned int j=0; j<5; ++j)
{
vector< Ptr<FR_adienceObj> > &currlist = fileList[j];
if (i!=j)
{
for (vector< Ptr<FR_adienceObj> >::iterator it=currlist.begin(); it!=currlist.end(); ++it)
{
train.back().push_back(*it);
}
} else
{
for (vector< Ptr<FR_adienceObj> >::iterator it=currlist.begin(); it!=currlist.end(); ++it)
{
test.back().push_back(*it);
}
}
}
}
}
void FR_adienceImp::loadDataset(const string &path)
{
// collect real image names
unsigned int num = 0;
vector<string> userNames;
getDirList(path+"faces/", userNames);
for (vector<string>::iterator itU=userNames.begin(); itU!=userNames.end(); ++itU)
{
vector<string> fileNames;
getDirList(path+"faces/"+*itU+"/", fileNames);
for (vector<string>::iterator it=fileNames.begin(); it!=fileNames.end(); ++it)
{
string &name = *it;
if (name.length()>3 && name.substr(name.length()-4) == ".jpg")
{
realNames[*itU].push_back(name);
num++;
}
}
}
//printf("total images number: %u\n", num);
vector< Ptr<FR_adienceObj> > fileList[5];
for (unsigned int i=0; i<5; ++i)
{
char tmp[3];
sprintf(tmp, "%u", i);
string filename(path+"fold_"+string(tmp)+"_data.txt");
loadFile(filename, fileList[i]);
}
cv5ToSplits(fileList);
for (unsigned int i=0; i<5; ++i)
{
char tmp[3];
sprintf(tmp, "%u", i);
string filename(path+"fold_frontal_"+string(tmp)+"_data.txt");
fileList[i].clear();
loadFile(filename, fileList[i]);
}
cv5ToSplits(fileList);
/*for (set<string>::iterator it=missing.begin(); it!=missing.end(); ++it)
{
printf("missing image: %s\n", (*it).c_str());
}*/
realNames.clear();
missing.clear();
}
Ptr<FR_adience> FR_adience::create()
{
return Ptr<FR_adienceImp>(new FR_adienceImp);
}
}
}