diff --git a/openbr/core/eval.cpp b/openbr/core/eval.cpp
index 3914d4f..4cfcd5c 100755
--- a/openbr/core/eval.cpp
+++ b/openbr/core/eval.cpp
@@ -906,7 +906,7 @@ float EvalLandmarking(const QString &predictedGallery, const QString &truthGalle
     // Get best and worst performing examples
     QList< QPair<float,int> > exampleIndices = Common::Sort(imageErrors,true);
 
-    QScopedPointer<Transform> t(Transform::make("Open+Draw(rects=false)+CropFromLandmarks+Resize(128,method=Area)",NULL));
+    QScopedPointer<Transform> t(Transform::make("Open+CropFromLandmarks(paddingHorizontal=.3,paddingVertical=.3,shiftPoints=true)+Resize(128,method=Area)+Draw(rects=false,pointRadius=2)",NULL));
 
     for (int i=0; i<totalExamples; i++) {
         QString filePath = "landmarking_examples_truth/"+truth[exampleIndices[i].second].file.fileName();
diff --git a/openbr/core/plot.cpp b/openbr/core/plot.cpp
index ae3e20b..ef56e14 100644
--- a/openbr/core/plot.cpp
+++ b/openbr/core/plot.cpp
@@ -330,9 +330,6 @@ bool PlotLandmarking(const QStringList &files, const File &destination, bool sho
     p.file.write(qPrintable(QString("ggplot(Box, aes(factor(X), Y%1%2))").arg(p.major.size > 1 ? QString(", colour=%1").arg(p.major.header) : QString(), p.minor.size > 1 ? QString(", linetype=%1").arg(p.minor.header) : QString()) +
                             QString("+ annotation_logticks(sides=\"l\") + geom_boxplot(alpha=0.5) + geom_jitter(size=1, alpha=0.5) + scale_x_discrete(\"Landmark\") + scale_y_log10(\"Normalized Error\", breaks=c(0.001,0.01,0.1,1,10)) + theme_minimal()\n\n")));
 
-    p.file.write(qPrintable(QString("ggplot(Box, aes(factor(X), Y%1%2))").arg(p.major.size > 1 ? QString(", colour=%1").arg(p.major.header) : QString(), p.minor.size > 1 ? QString(", linetype=%1").arg(p.minor.header) : QString()) +
-                            QString("+ annotation_logticks(sides=\"l\") + geom_violin(alpha=0.5) + scale_x_discrete(\"Landmark\") + scale_y_log10(\"Normalized Error\", breaks=c(0.001,0.01,0.1,1,10))\n\n")));
-
     return p.finalize(show);
 }
 
diff --git a/openbr/plugins/gui/draw.cpp b/openbr/plugins/gui/draw.cpp
index 69177ec..5f5fe76 100644
--- a/openbr/plugins/gui/draw.cpp
+++ b/openbr/plugins/gui/draw.cpp
@@ -38,6 +38,7 @@ class DrawTransform : public UntrainableTransform
     Q_PROPERTY(bool rects READ get_rects WRITE set_rects RESET reset_rects STORED false)
     Q_PROPERTY(bool inPlace READ get_inPlace WRITE set_inPlace RESET reset_inPlace STORED false)
     Q_PROPERTY(int lineThickness READ get_lineThickness WRITE set_lineThickness RESET reset_lineThickness STORED false)
+    Q_PROPERTY(int pointRadius READ get_pointRadius WRITE set_pointRadius RESET reset_pointRadius STORED false)
     Q_PROPERTY(bool named READ get_named WRITE set_named RESET reset_named STORED false)
     Q_PROPERTY(bool location READ get_location WRITE set_location RESET reset_location STORED false)
     BR_PROPERTY(bool, verbose, false)
@@ -45,6 +46,7 @@ class DrawTransform : public UntrainableTransform
     BR_PROPERTY(bool, rects, true)
     BR_PROPERTY(bool, inPlace, false)
     BR_PROPERTY(int, lineThickness, 1)
+    BR_PROPERTY(int, pointRadius, 3)
     BR_PROPERTY(bool, named, true)
     BR_PROPERTY(bool, location, true)
 
@@ -58,7 +60,7 @@ class DrawTransform : public UntrainableTransform
             const QList<Point2f> pointsList = (named) ? OpenCVUtils::toPoints(src.file.points()+src.file.namedPoints()) : OpenCVUtils::toPoints(src.file.points());
             for (int i=0; i<pointsList.size(); i++) {
                 const Point2f &point = pointsList[i];
-                circle(dst, point, 3, color, -1);
+                circle(dst, point, pointRadius, color, -1);
                 QString label = (location) ? QString("%1,(%2,%3)").arg(QString::number(i),QString::number(point.x),QString::number(point.y)) : QString("%1").arg(QString::number(i));
                 if (verbose) putText(dst, label.toStdString(), point, FONT_HERSHEY_SIMPLEX, 0.5, verboseColor, 1);
             }
diff --git a/openbr/plugins/imgproc/cropfromlandmarks.cpp b/openbr/plugins/imgproc/cropfromlandmarks.cpp
index c293c79..13d8cbd 100644
--- a/openbr/plugins/imgproc/cropfromlandmarks.cpp
+++ b/openbr/plugins/imgproc/cropfromlandmarks.cpp
@@ -19,9 +19,11 @@ class CropFromLandmarksTransform : public UntrainableTransform
     Q_PROPERTY(QList<int> indices READ get_indices WRITE set_indices RESET reset_indices STORED false)
     Q_PROPERTY(float paddingHorizontal READ get_paddingHorizontal WRITE set_paddingHorizontal RESET reset_paddingHorizontal STORED false)
     Q_PROPERTY(float paddingVertical READ get_paddingVertical WRITE set_paddingVertical RESET reset_paddingVertical STORED false)
+    Q_PROPERTY(bool shiftPoints READ get_shiftPoints WRITE set_shiftPoints RESET reset_shiftPoints STORED false)
     BR_PROPERTY(QList<int>, indices, QList<int>())
     BR_PROPERTY(float, paddingHorizontal, .1)
     BR_PROPERTY(float, paddingVertical, .1)
+    BR_PROPERTY(bool, shiftPoints, false)
 
     void project(const Template &src, Template &dst) const
     {
@@ -55,6 +57,13 @@ class CropFromLandmarksTransform : public UntrainableTransform
         if (rect.x() + rect.width() > src.m().cols) rect.setWidth(src.m().cols - rect.x());
         if (rect.y() + rect.width() > src.m().rows) rect.setHeight(src.m().rows - rect.y());
 
+        if (shiftPoints) {
+            QList<QPointF> points = src.file.points();
+            for (int i=0; i<points.size(); i++)
+                points[i] -= rect.topLeft();
+            dst.file.setPoints(points);
+        }
+
         dst = Mat(src, OpenCVUtils::toRect(rect));
     }
 };
diff --git a/openbr/plugins/imgproc/resize.cpp b/openbr/plugins/imgproc/resize.cpp
index 4579362..9f16d3c 100644
--- a/openbr/plugins/imgproc/resize.cpp
+++ b/openbr/plugins/imgproc/resize.cpp
@@ -65,7 +65,7 @@ private:
         if (!preserveAspect) {
             resize(src, dst, Size((columns == -1) ? src.m().cols*rows/src.m().rows : columns, rows), 0, 0, method);
             const float rowScaleFactor = (float)rows/src.m().rows;
-            const float colScaleFactor = (float)columns/src.m().cols;
+            const float colScaleFactor = (columns == -1) ? rowScaleFactor : (float)columns/src.m().cols;
             QList<QPointF> points = src.file.points();
             for (int i=0; i<points.size(); i++)
                 points[i] = QPointF(points[i].x() * colScaleFactor,points[i].y() * rowScaleFactor);