diff --git a/Dockerfile b/Dockerfile
index 453b901..432c12f 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,69 +1,50 @@
-FROM nvidia/cuda:8.0-cudnn6-devel
-# GPU support
+FROM python:3.6
+ # No GPU support
 
+RUN apt-get update && \
+        apt-get install -y \
+        build-essential \
+        cmake \
+        git \
+        wget \
+        unzip \
+        yasm \
+        pkg-config \
+        libswscale-dev \
+        libtbb2 \
+        libtbb-dev \
+        libjpeg-dev \
+        libpng-dev \
+        libtiff-dev \
+        libjasper-dev \
+        libavformat-dev \
+        libpq-dev
 
-RUN mkdir OpenCV && cd OpenCV
+RUN pip install numpy
 
-RUN apt-get update && apt-get install -y \
-  build-essential \
-  checkinstall \
-  cmake \
-  pkg-config \
-  yasm \
-  libtiff5-dev \
-  libjpeg-dev \
-  libjasper-dev \
-  libavcodec-dev \
-  libavformat-dev \
-  libswscale-dev \
-  libdc1394-22-dev \
-  libxine-dev \
-  libgstreamer0.10-dev \
-  libgstreamer-plugins-base0.10-dev \
-  libv4l-dev \
-  python-dev \
-  python-numpy \
-  python-pip \
-  libtbb-dev \
-  libeigen3-dev \
-  libqt4-dev \
-  libgtk2.0-dev \
-  # Doesn't work libfaac-dev \
-  libmp3lame-dev \
-  libopencore-amrnb-dev \
-  libopencore-amrwb-dev \
-  libtheora-dev \
-  libvorbis-dev \
-  libxvidcore-dev \
-  x264 \ 
-  v4l-utils \
- # Doesn't work ffmpeg \
-  libgtk2.0-dev \
-#  zlib1g-dev \
-#  libavcodec-dev \
-  unzip \
-  wget
-
-RUN cd /opt && \
-  wget https://github.com/Itseez/opencv/archive/3.1.0.zip -O opencv-3.1.0.zip -nv && \
-  unzip opencv-3.1.0.zip && \
-  cd opencv-3.1.0 && \
-  rm -rf build && \
-  mkdir build && \
-  cd build && \
-  cmake -D CUDA_ARCH_BIN=3.2 \
-    -D CUDA_ARCH_PTX=3.2 \
-    -D CMAKE_BUILD_TYPE=RELEASE \
-    -D CMAKE_INSTALL_PREFIX=/usr/local \
-    -D WITH_TBB=ON \
-    -D BUILD_NEW_PYTHON_SUPPORT=ON \
-    -D WITH_V4L=ON \
-    -D BUILD_TIFF=ON \
-    -D WITH_QT=ON \
- #   -D USE_GStreamer=ON \
-    -D WITH_OPENGL=ON .. && \
-  make -j4 && \
-  make install && \
-  echo "/usr/local/lib" | sudo tee -a /etc/ld.so.conf.d/opencv.conf && \
-  ldconfig
-RUN cp /opt/opencv-3.1.0/build/lib/cv2.so /usr/lib/python2.7/dist-packages/cv2.so
+WORKDIR /
+ENV OPENCV_VERSION="3.4.1"
+RUN wget https://github.com/opencv/opencv/archive/${OPENCV_VERSION}.zip \
+&& unzip ${OPENCV_VERSION}.zip \
+&& mkdir /opencv-${OPENCV_VERSION}/cmake_binary \
+&& cd /opencv-${OPENCV_VERSION}/cmake_binary \
+&& cmake -DBUILD_TIFF=ON \
+  -DBUILD_opencv_java=OFF \
+  -DWITH_CUDA=OFF \
+  -DENABLE_AVX=ON \
+  -DWITH_OPENGL=ON \
+  -DWITH_OPENCL=ON \
+  -DWITH_IPP=ON \
+  -DWITH_TBB=ON \
+  -DWITH_EIGEN=ON \
+  -DWITH_V4L=ON \
+  -DBUILD_TESTS=OFF \
+  -DBUILD_PERF_TESTS=OFF \
+  -DCMAKE_BUILD_TYPE=RELEASE \
+  -DCMAKE_INSTALL_PREFIX=$(python3.6 -c "import sys; print(sys.prefix)") \
+  -DPYTHON_EXECUTABLE=$(which python3.6) \
+  -DPYTHON_INCLUDE_DIR=$(python3.6 -c "from distutils.sysconfig import get_python_inc; print(get_python_inc())") \
+  -DPYTHON_PACKAGES_PATH=$(python3.6 -c "from distutils.sysconfig import get_python_lib; print(get_python_lib())") .. \
+&& make install \
+&& rm /${OPENCV_VERSION}.zip \
+&& rm -r /opencv-${OPENCV_VERSION}