diff --git a/openbr/plugins/metadata/verifydetection.cpp b/openbr/plugins/metadata/verifydetection.cpp
new file mode 100644
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+++ b/openbr/plugins/metadata/verifydetection.cpp
@@ -0,0 +1,55 @@
+/* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * *
+ * Copyright 2015 Rank One Computing Corporation                             *
+ *                                                                           *
+ * Licensed under the Apache License, Version 2.0 (the "License");           *
+ * you may not use this file except in compliance with the License.          *
+ * You may obtain a copy of the License at                                   *
+ *                                                                           *
+ *     http://www.apache.org/licenses/LICENSE-2.0                            *
+ *                                                                           *
+ * Unless required by applicable law or agreed to in writing, software       *
+ * distributed under the License is distributed on an "AS IS" BASIS,         *
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.  *
+ * See the License for the specific language governing permissions and       *
+ * limitations under the License.                                            *
+ * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * */
+
+#include <openbr/plugins/openbr_internal.h>
+
+namespace br
+{
+
+/*!
+ * \ingroup transforms
+ * \brief Check if a the automated face detection contains the landmarks correpsonding 
+ *          to the tempate metadata. If not, drop the template. This is meant for use
+ *          during training, where the landmarks will be ground truth'd. If one wants to 
+ *          using a ground truth bounding box instead, then convert the BB to a landmark.
+ * \br_property int index Index of the landmark to be used.          
+ * \author Josh Klontz \cite jklontz
+ */
+class VerifyDetectionTransform : public UntrainableTransform
+{
+    Q_OBJECT
+    Q_PROPERTY(int index READ get_index WRITE set_index RESET reset_index STORED false)
+    BR_PROPERTY(int, index, 14)
+
+    void project(const Template &src, Template &dst) const
+    {
+        qWarning("Single template project not supported by VerifyDetectionTransform.");
+        dst.file.fte = true;
+    }
+
+    void project(const TemplateList &src, TemplateList &dst) const
+    {
+        for (int i = 0; i < src.size(); i++) 
+            if (src[i].file.get<QRectF>("FrontalFace").contains(src[i].file.points()[index]))
+                dst.append(src[i]);
+    }
+};
+
+BR_REGISTER(Transform, VerifyDetectionTransform)
+
+} // namespace br
+
+#include "metadata/verifydetection.moc"