diff --git a/openbr/openbr_plugin.cpp b/openbr/openbr_plugin.cpp
index 1740bde..f073913 100644
--- a/openbr/openbr_plugin.cpp
+++ b/openbr/openbr_plugin.cpp
@@ -408,7 +408,7 @@ TemplateList TemplateList::fromGallery(const br::File &gallery)
             QStringList labels;
             for (int i=newTemplates.size()-1; i>=0; i--) {
                 newTemplates[i].file.set("Index", i+templates.size());
-                newTemplates[i].file.set("Gallery", gallery.name);
+                newTemplates[i].file.set("Gallery", file.name);
 
                 QString label = newTemplates.at(i).file.get<QString>("Label");
                 // Have we seen this subject before?
@@ -436,7 +436,7 @@ TemplateList TemplateList::fromGallery(const br::File &gallery)
         } else {
             for (int i=newTemplates.size()-1; i>=0; i--) {
                 newTemplates[i].file.set("Index", i+templates.size());
-                newTemplates[i].file.set("Gallery", gallery.name);
+                newTemplates[i].file.set("Gallery", file.name);
 
                 if (crossValidate > 0) {
                     if (newTemplates[i].file.getBool("duplicatePartitions")) {
diff --git a/openbr/plugins/independent.cpp b/openbr/plugins/independent.cpp
index 156cc75..162566f 100644
--- a/openbr/plugins/independent.cpp
+++ b/openbr/plugins/independent.cpp
@@ -9,12 +9,13 @@ using namespace cv;
 namespace br
 {
 
-static TemplateList Downsample(const TemplateList &templates, int classes, int instances, float fraction, const QString & inputVariable)
+static TemplateList Downsample(const TemplateList &templates, int classes, int instances, float fraction, const QString & inputVariable, const QString &gallery)
 {
     // Return early when no downsampling is required
     if ((classes == std::numeric_limits<int>::max()) &&
             (instances == std::numeric_limits<int>::max()) &&
-            (fraction >= 1))
+            (fraction >= 1) &&
+            (gallery.isEmpty()))
         return templates;
 
     const bool atLeast = instances < 0;
@@ -60,6 +61,11 @@ static TemplateList Downsample(const TemplateList &templates, int classes, int i
         downsample = downsample.mid(0, downsample.size()*fraction);
     }
 
+    if (!gallery.isEmpty())
+        foreach(const Template &t, templates)
+            if (t.file.get<QString>("Gallery") == gallery)
+                downsample.append(t);
+
     return downsample;
 }
 
@@ -71,11 +77,13 @@ class DownsampleTrainingTransform : public Transform
     Q_PROPERTY(int instances READ get_instances WRITE set_instances RESET reset_instances STORED false)
     Q_PROPERTY(float fraction READ get_fraction WRITE set_fraction RESET reset_fraction STORED false)
     Q_PROPERTY(QString inputVariable READ get_inputVariable WRITE set_inputVariable RESET reset_inputVariable STORED false)
+    Q_PROPERTY(QString gallery READ get_gallery WRITE set_gallery RESET reset_gallery STORED false)
     BR_PROPERTY(br::Transform*, transform, NULL)
     BR_PROPERTY(int, classes, std::numeric_limits<int>::max())
     BR_PROPERTY(int, instances, std::numeric_limits<int>::max())
     BR_PROPERTY(float, fraction, 1)
     BR_PROPERTY(QString, inputVariable, "Label")
+    BR_PROPERTY(QString, gallery, QString())
 
     void project(const Template & src, Template & dst) const
     {
@@ -88,7 +96,7 @@ class DownsampleTrainingTransform : public Transform
         if (!transform || !transform->trainable)
             return;
 
-        TemplateList downsampled = Downsample(data, classes, instances, fraction, inputVariable);
+        TemplateList downsampled = Downsample(data, classes, instances, fraction, inputVariable, gallery);
         transform->train(downsampled);
     }
 };