diff --git a/Dockerfile b/Dockerfile
index 9f80f39..f5145f1 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,7 +1,31 @@
-from ubuntu:18.04
+FROM kerberos/golang-ffmpeg-opencv:f656139 AS builder
+FROM kerberos/openalpr-base:latest
+
+#########################################################
+#### Copy FFmpeg, OpenCV and OpenALPR from builder image.
+COPY --from=builder /usr/local/lib/libavcodec* /usr/local/lib/
+COPY --from=builder /usr/local/include/libavcodec /usr/local/include/libavcodec
+COPY --from=builder /usr/local/lib/libavdevice* /usr/local/lib/
+COPY --from=builder /usr/local/include/libavdevice /usr/local/include/libavdevice
+COPY --from=builder /usr/local/lib/libavfilter* /usr/local/lib/
+COPY --from=builder /usr/local/include/libavfilter /usr/local/include/libavfilter
+COPY --from=builder /usr/local/lib/libavformat* /usr/local/lib/
+COPY --from=builder /usr/local/include/libavformat /usr/local/include/libavformat
+COPY --from=builder /usr/local/lib/libavutil* /usr/local/lib/
+COPY --from=builder /usr/local/include/libavutil /usr/local/include/libavutil
+COPY --from=builder /usr/local/lib/libswresample* /usr/local/lib/
+COPY --from=builder /usr/local/include/libswresample /usr/local/include/libswresample
+COPY --from=builder /usr/local/lib/libswscale* /usr/local/lib/
+COPY --from=builder /usr/local/include/libswscale /usr/local/include/libswscale
+COPY --from=builder /usr/lib/*/pkgconfig/opencv* /usr/local/lib/pkgconfig/
+COPY --from=builder /usr/lib/*/libopencv* /usr/local/lib/
+COPY --from=builder /usr/include/opencv4 /usr/local/include/opencv4
+
+# Move CMAKE files
+COPY --from=builder /usr/lib/*/cmake/opencv /usr/share/OpenCV/
 
 # Install prerequisites
-run apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y \
+RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y \
     build-essential \
     cmake \
     curl \
@@ -9,22 +33,20 @@ run apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y \
     libcurl3-dev \
     libleptonica-dev \
     liblog4cplus-dev \
-    libopencv-dev \
     libtesseract-dev \
     wget
 
 # Copy all data
-copy . /srv/openalpr
+COPY . /srv/openalpr
 
 # Setup the build directory
-run mkdir /srv/openalpr/src/build
-workdir /srv/openalpr/src/build
+WORKDIR /srv/openalpr/src/build
 
 # Setup the compile environment
-run cmake -DCMAKE_INSTALL_PREFIX:PATH=/usr -DCMAKE_INSTALL_SYSCONFDIR:PATH=/etc .. && \
+RUN cmake -DCMAKE_INSTALL_PREFIX:PATH=/usr -DCMAKE_INSTALL_SYSCONFDIR:PATH=/etc .. && \
     make -j2 && \
     make install
 
-workdir /data
+WORKDIR /data
 
-entrypoint ["alpr"]
+ENTRYPOINT ["alpr"]