diff --git a/openbr/openbr_plugin.cpp b/openbr/openbr_plugin.cpp
index 9322f5d..97eaa3d 100644
--- a/openbr/openbr_plugin.cpp
+++ b/openbr/openbr_plugin.cpp
@@ -476,13 +476,18 @@ TemplateList TemplateList::fromGallery(const br::File &gallery)
 
 // indexes some property, assigns an integer id to each unique value of propName
 // stores the index values in "Label" of the output template list
-TemplateList TemplateList::relabel(const TemplateList &tl, const QString & propName)
+TemplateList TemplateList::relabel(const TemplateList &tl, const QString &propName, bool preserveIntegers)
 {
     const QList<QString> originalLabels = File::get<QString>(tl, propName);
     QHash<QString,int> labelTable;
-    foreach (const QString & label, originalLabels)
-        if (!labelTable.contains(label))
-            labelTable.insert(label, labelTable.size());
+    foreach (const QString &label, originalLabels)
+        if (!labelTable.contains(label)) {
+            int value; bool ok;
+            value = label.toInt(&ok);
+            // If the label is already an integer value we don't want to change it.
+            if (ok && preserveIntegers) labelTable.insert(label, value);
+            else                        labelTable.insert(label, labelTable.size());
+        }
 
     TemplateList result = tl;
     for (int i=0; i<result.size(); i++)
diff --git a/openbr/openbr_plugin.h b/openbr/openbr_plugin.h
index d96c71e..4189bea 100644
--- a/openbr/openbr_plugin.h
+++ b/openbr/openbr_plugin.h
@@ -438,7 +438,7 @@ struct TemplateList : public QList<Template>
     BR_EXPORT static TemplateList fromGallery(const File &gallery); /*!< \brief Create a template list from a br::Gallery. */
 
     /*!< \brief Ensure labels are in the range [0,numClasses-1]. */
-    BR_EXPORT static TemplateList relabel(const TemplateList & tl, const QString & propName);
+    BR_EXPORT static TemplateList relabel(const TemplateList &tl, const QString &propName, bool preserveIntegers);
 
     QList<int> indexProperty(const QString & propName, QHash<QString, int> * valueMap=NULL,QHash<int, QVariant> * reverseLookup = NULL) const;
     QList<int> indexProperty(const QString & propName, QHash<QString, int> & valueMap, QHash<int, QVariant> & reverseLookup) const;
diff --git a/openbr/plugins/eigen3.cpp b/openbr/plugins/eigen3.cpp
index 8341b22..28a805f 100644
--- a/openbr/plugins/eigen3.cpp
+++ b/openbr/plugins/eigen3.cpp
@@ -317,7 +317,7 @@ class LDATransform : public Transform
     void train(const TemplateList &_trainingSet)
     {
         // creates "Label"
-        TemplateList trainingSet = TemplateList::relabel(_trainingSet, inputVariable);
+        TemplateList trainingSet = TemplateList::relabel(_trainingSet, inputVariable, isBinary);
         int instances = trainingSet.size();
 
         // Perform PCA dimensionality reduction
diff --git a/openbr/plugins/slidingwindow.cpp b/openbr/plugins/slidingwindow.cpp
index 2fbe4c2..17f39c4 100644
--- a/openbr/plugins/slidingwindow.cpp
+++ b/openbr/plugins/slidingwindow.cpp
@@ -42,15 +42,15 @@ class SlidingWindowTransform : public MetaTransform
 {
     Q_OBJECT
     Q_PROPERTY(br::Transform *transform READ get_transform WRITE set_transform RESET reset_transform STORED false)
-    Q_PROPERTY(int stepSize READ get_stepSize WRITE set_stepSize RESET reset_stepSize STORED false)
-    Q_PROPERTY(bool takeFirst READ get_takeFirst WRITE set_takeFirst RESET reset_takeFirst STORED false)
     Q_PROPERTY(int windowWidth READ get_windowWidth WRITE set_windowWidth RESET reset_windowWidth STORED false)
+    Q_PROPERTY(bool takeFirst READ get_takeFirst WRITE set_takeFirst RESET reset_takeFirst STORED false)
     Q_PROPERTY(float threshold READ get_threshold WRITE set_threshold RESET reset_threshold STORED false)
+    Q_PROPERTY(float stepFraction READ get_stepFraction WRITE set_stepFraction RESET reset_stepFraction STORED false)
     BR_PROPERTY(br::Transform *, transform, NULL)
-    BR_PROPERTY(int, stepSize, 1)
-    BR_PROPERTY(bool, takeFirst, false)
     BR_PROPERTY(int, windowWidth, 24)
+    BR_PROPERTY(bool, takeFirst, false)
     BR_PROPERTY(float, threshold, 0)
+    BR_PROPERTY(float, stepFraction, 0.25)
 
 private:
     int windowHeight;
@@ -66,6 +66,19 @@ private:
         }
     }
 
+    void store(QDataStream &stream) const
+    {
+        transform->store(stream);
+        stream << windowHeight;
+    }
+
+    void load(QDataStream &stream)
+    {
+        transform->load(stream);
+        stream >> windowHeight;
+    }
+
+protected: // Let IntegralSlidingWindowTransform access this
     void project(const Template &src, Template &dst) const
     {
         (void)src;(void)dst;qFatal("don't do that");
@@ -100,21 +113,28 @@ private:
             }
         }
     }
+};
 
-    void store(QDataStream &stream) const
-    {
-        transform->store(stream);
-        stream << windowHeight;
-    }
+BR_REGISTER(Transform, SlidingWindowTransform)
 
-    void load(QDataStream &stream)
+/*!
+ * \ingroup transforms
+ * \brief Overloads SlidingWindowTransform for integral images that should be
+ *        sampled at multiple scales.
+ * \author Josh Klontz \cite jklontz
+ */
+class IntegralSlidingWindowTransform : public SlidingWindowTransform
+{
+    Q_OBJECT
+
+    void project(const Template &src, Template &dst) const
     {
-        transform->load(stream);
-        stream >> windowHeight;
+        // TODO: call SlidingWindowTransform::project on multiple scales
+        SlidingWindowTransform::project(src, dst);
     }
 };
 
-BR_REGISTER(Transform, SlidingWindowTransform)
+BR_REGISTER(Transform, IntegralSlidingWindowTransform)
 
 static TemplateList cropTrainingSamples(const TemplateList &data, const float aspectRatio, const int minSize = 32, const float maxOverlap = 0.5, const int negToPosRatio = 1)
 {
diff --git a/scripts/pedestrianBaselineLBP.sh b/scripts/pedestrianBaselineLBP.sh
index e5e70e6..ea6af8f 100755
--- a/scripts/pedestrianBaselineLBP.sh
+++ b/scripts/pedestrianBaselineLBP.sh
@@ -13,7 +13,7 @@ fi
 ALG="Open+Cvt(Gray)+Rename(neg,0)+BuildScales(Blur(2)+LBP(1,2)+SlidingWindow(Hist(59)+Cat+LDA(isBinary=true),windowWidth=10,takeLargestScale=false,threshold=2),windowWidth=10,takeLargestScale=false,minScale=4)+ConsolidateDetections+Discard"
 
 # Josh's new algorithm (in progress)
-# ALG2="Open+Cvt(Gray)+Detector(Gradient+Bin(0,360,9,true)+Merge+Integral+SlidingWindow(Identity))"
+# ALG="Open+Cvt(Gray)+Detector(Gradient+Bin(0,360,9,true)+Merge+Integral+IntegralSlidingWindow(RecursiveIntegralSampler(2,2,0,PCA(0.95))+Cat+LDA(0.95,isBinary=true)))"
 
 br -useGui 0 \
    -algorithm "${ALG}" \