diff --git a/openbr/plugins/slidingwindow.cpp b/openbr/plugins/slidingwindow.cpp
index a7eb243..8063f46 100644
--- a/openbr/plugins/slidingwindow.cpp
+++ b/openbr/plugins/slidingwindow.cpp
@@ -257,10 +257,10 @@ BR_REGISTER(Transform, BuildScalesTransform)
 
 /*!
  * \ingroup transforms
- * \brief Sample detection bounding boxes from integral images
+ * \brief Sample detection bounding boxes from without resizing
  * \author Josh Klontz \cite jklontz
  */
-class IntegralDetector : public Transform
+class Detector : public Transform
 {
     Q_OBJECT
     Q_PROPERTY(br::Transform *transform READ get_transform WRITE set_transform RESET reset_transform)
@@ -268,7 +268,10 @@ class IntegralDetector : public Transform
 
     void train(const TemplateList &data)
     {
-        transform->train(cropTrainingSamples(data, getAspectRatio(data)));
+        const float aspectRatio = getAspectRatio(data);
+        TemplateList cropped = cropTrainingSamples(data, aspectRatio);
+        cropped.first().file.set("aspectRatio", aspectRatio);
+        transform->train(cropped);
     }
 
     void project(const Template &src, Template &dst) const
@@ -277,7 +280,7 @@ class IntegralDetector : public Transform
     }
 };
 
-BR_REGISTER(Transform, IntegralDetector)
+BR_REGISTER(Transform, Detector)
 
 /*!
  * \ingroup transforms
diff --git a/scripts/pedestrianBaselineLBP.sh b/scripts/pedestrianBaselineLBP.sh
index a991592..e5e70e6 100755
--- a/scripts/pedestrianBaselineLBP.sh
+++ b/scripts/pedestrianBaselineLBP.sh
@@ -12,8 +12,8 @@ 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)+Gradient+Bin(0,360,9,true)+Merge+Integral+IntegralDetector"
+# Josh's new algorithm (in progress)
+# ALG2="Open+Cvt(Gray)+Detector(Gradient+Bin(0,360,9,true)+Merge+Integral+SlidingWindow(Identity))"
 
 br -useGui 0 \
    -algorithm "${ALG}" \