diff --git a/modules/datasets/include/opencv2/datasets/or_imagenet.hpp b/modules/datasets/include/opencv2/datasets/or_imagenet.hpp
index 2c6b74465..56564adba 100644
--- a/modules/datasets/include/opencv2/datasets/or_imagenet.hpp
+++ b/modules/datasets/include/opencv2/datasets/or_imagenet.hpp
@@ -56,9 +56,8 @@ namespace datasets
 
 struct OR_imagenetObj : public Object
 {
-    std::string wnid;
-    int id2;
-    std::string imageUrl;
+    int id;
+    std::string image;
 };
 
 class CV_EXPORTS OR_imagenet : public Dataset
diff --git a/modules/datasets/samples/or_imagenet.cpp b/modules/datasets/samples/or_imagenet.cpp
index 13b9d8b01..4fb61d9f1 100644
--- a/modules/datasets/samples/or_imagenet.cpp
+++ b/modules/datasets/samples/or_imagenet.cpp
@@ -58,7 +58,7 @@ int main(int argc, char *argv[])
 {
     const char *keys =
             "{ help h usage ? |    | show this message }"
-            "{ path p         |true| path to file with urls: fall11_urls.txt }";
+            "{ path p         |true| path to folder with dataset }";
     CommandLineParser parser(argc, argv, keys);
     string path(parser.get<string>("path"));
     if (parser.has("help") || path=="true")
@@ -71,13 +71,28 @@ int main(int argc, char *argv[])
     dataset->load(path);
 
     // ***************
-    // dataset contains for each object its id & image url.
-    // For example, let output dataset size and first object.
-    printf("dataset size: %u\n", (unsigned int)dataset->getTrain().size());
-    OR_imagenetObj *example = static_cast<OR_imagenetObj *>(dataset->getTrain()[0].get());
-    printf("first object url: %s\n", example->imageUrl.c_str());
-    printf("first object wnid: %s\n", example->wnid.c_str());
-    printf("first object id2: %u\n", example->id2);
+    // dataset contains for each object its id & image path
+    // For example, let output train\test\validation size and first image.
+    vector< Ptr<Object> > &curr = dataset->getTrain();
+    printf("train:\nsize: %u\n", (unsigned int)curr.size());
+    OR_imagenetObj *example = static_cast<OR_imagenetObj *>(curr[0].get());
+    printf("first image:\n");
+    printf("image: %s\n", example->image.c_str());
+    printf("id: %u\n", example->id);
+
+    vector< Ptr<Object> > &currT = dataset->getTest();
+    printf("test:\nsize: %u\n", (unsigned int)currT.size());
+    example = static_cast<OR_imagenetObj *>(currT[0].get());
+    printf("first image:\n");
+    printf("image: %s\n", example->image.c_str());
+    printf("id: %u\n", example->id);
+
+    vector< Ptr<Object> > &currV = dataset->getValidation();
+    printf("validation:\nsize: %u\n", (unsigned int)currV.size());
+    example = static_cast<OR_imagenetObj *>(currV[0].get());
+    printf("first image:\n");
+    printf("image: %s\n", example->image.c_str());
+    printf("id: %u\n", example->id);
 
     return 0;
 }
diff --git a/modules/datasets/src/or_imagenet.cpp b/modules/datasets/src/or_imagenet.cpp
index 0fbebf976..9d257da29 100644
--- a/modules/datasets/src/or_imagenet.cpp
+++ b/modules/datasets/src/or_imagenet.cpp
@@ -43,6 +43,8 @@
 #include "opencv2/datasets/util.hpp"
 #include "precomp.hpp"
 
+#include <map>
+
 namespace cv
 {
 namespace datasets
@@ -61,6 +63,8 @@ public:
 
 private:
     void loadDataset(const string &path);
+
+    void numberToString(int number, string &out);
 };
 
 /*OR_imagenetImp::OR_imagenetImp(const string &path)
@@ -73,30 +77,87 @@ void OR_imagenetImp::load(const string &path)
     loadDataset(path);
 }
 
+void OR_imagenetImp::numberToString(int number, string &out)
+{
+    char numberStr[9];
+    sprintf(numberStr, "%u", number);
+    for (unsigned int i=0; i<8-strlen(numberStr); ++i)
+    {
+        out += "0";
+    }
+    out += numberStr;
+}
+
 void OR_imagenetImp::loadDataset(const string &path)
 {
     train.push_back(vector< Ptr<Object> >());
     test.push_back(vector< Ptr<Object> >());
     validation.push_back(vector< Ptr<Object> >());
 
-    ifstream infile((path + "fall11_urls.txt").c_str());
+    map<string, int> labels;
+    ifstream infile((path + "labels.txt").c_str());
     string line;
     while (getline(infile, line))
     {
         vector<string> elems;
-        split(line, elems, '\t');
+        split(line, elems, ',');
+        string syn = elems[0];
+        int number = atoi(elems[1].c_str());
+
+        labels.insert(make_pair(syn, number));
+    }
 
+    string pathTrain(path + "train/");
+    vector<string> fileNames;
+    getDirList(pathTrain, fileNames);
+    for (vector<string>::iterator it=fileNames.begin(); it!=fileNames.end(); ++it)
+    {
+        string pathSyn((*it) + "/");
+        vector<string> fileNamesSyn;
+        getDirList((pathTrain + pathSyn), fileNamesSyn);
+        for (vector<string>::iterator itSyn=fileNamesSyn.begin(); itSyn!=fileNamesSyn.end(); ++itSyn)
+        {
+            Ptr<OR_imagenetObj> curr(new OR_imagenetObj);
+            curr->image = "train/" + pathSyn + *itSyn;
+            curr->id = labels[*it];
+
+            train.back().push_back(curr);
+        }
+    }
+
+    ifstream infileVal((path + "ILSVRC2010_validation_ground_truth.txt").c_str());
+    while (getline(infileVal, line))
+    {
         Ptr<OR_imagenetObj> curr(new OR_imagenetObj);
-        curr->imageUrl = elems[1];
+        curr->id = atoi(line.c_str());
+        numberToString(validation.back().size()+1, curr->image);
+        curr->image = "val/ILSVRC2010_val_" + curr->image + ".JPEG";
 
-        string id(elems[0]);
-        elems.clear();
-        split(id, elems, '_');
+        validation.back().push_back(curr);
+    }
+
+    vector<int> testGT;
+    ifstream infileTest((path + "ILSVRC2010_test_ground_truth.txt").c_str());
+    while (getline(infileTest, line))
+    {
+        testGT.push_back(atoi(line.c_str()));
+    }
+    if (testGT.size()==0) // have no test labels, set them to 1000 - unknown
+    {
+        for (int i=0; i<150000; ++i)
+        {
+            testGT.push_back(1000); // unknown
+        }
+    }
 
-        curr->wnid = elems[0];
-        curr->id2 = atoi(elems[1].c_str());
+    for (vector<int>::iterator it=testGT.begin(); it!=testGT.end(); ++it)
+    {
+        Ptr<OR_imagenetObj> curr(new OR_imagenetObj);
+        curr->id = *it;
+        numberToString(test.back().size()+1, curr->image);
+        curr->image = "test/ILSVRC2010_test_" + curr->image + ".JPEG";
 
-        train.back().push_back(curr);
+        test.back().push_back(curr);
     }
 }