diff --git a/Dockerfile b/Dockerfile
index bacfc3b2..325ee79b 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -3,9 +3,8 @@ FROM node:10 as build-stage
 WORKDIR /workspace/
 COPY ./client /workspace/client
 
-RUN npm install -g --quiet \
-    @vue/cli@3.3.0 \
-    @vue/cli-service@3.3.0
+RUN npm install -g @vue/cli@3.3.0
+RUN npm install -g @vue/cli-service@3.3.0
 
 COPY ./client/package* /workspace/
 
@@ -29,4 +28,3 @@ ENV DEBUG=false
 
 EXPOSE 5000
 CMD gunicorn -c webserver/gunicorn_config.py webserver:app --no-sendfile --timeout 180
-
diff --git a/backend/Dockerfile b/backend/Dockerfile
index 1ec98c3f..a30d67d4 100644
--- a/backend/Dockerfile
+++ b/backend/Dockerfile
@@ -1,5 +1,8 @@
 # Backend environment docker image
-FROM python:3.6
+FROM tensorflow/tensorflow:1.14.0-gpu-py3
+
+RUN apt-get update
+RUN apt-get install -y git
 
 WORKDIR /workspace/
 
@@ -12,14 +15,13 @@ RUN pip install -r requirements.txt && \
     pip install pycocotools
 
 # Install maskrcnn
-RUN git clone --single-branch --depth 1 https://github.com/matterport/Mask_RCNN.git /tmp/maskrcnn && \
-    cd /tmp/maskrcnn && \
-    pip install -r requirements.txt && \
-    python3 setup.py install
+RUN git clone --single-branch --depth 1 https://github.com/matterport/Mask_RCNN.git /tmp/maskrcnn
+#RUN cd /tmp/maskrcnn && pip install -r requirements.txt
+RUN cd /tmp/maskrcnn && python3 setup.py install
 
 # Install DEXTR
 RUN git clone --single --depth 1 https://github.com/jsbroks/dextr-keras.git /tmp/dextr && \
     cd /tmp/dextr && \
-    pip install -r requirements.txt && \
     python setup.py install
 
+RUN apt-get -y -o Dpkg::Options::="--force-confmiss" install --reinstall netbase
diff --git a/backend/requirements.txt b/backend/requirements.txt
index cd431702..d1e54e30 100644
--- a/backend/requirements.txt
+++ b/backend/requirements.txt
@@ -16,3 +16,12 @@ pytest-ordering==0.6
 imantics==0.1.9
 flask-socketio==3.3.2
 celery==4.2.2
+
+scipy
+Pillow
+matplotlib
+keras==2.1.1
+h5py
+imgaug
+IPython[all]
+jupyter
diff --git a/build_gpu.sh b/build_gpu.sh
new file mode 100755
index 00000000..587389b3
--- /dev/null
+++ b/build_gpu.sh
@@ -0,0 +1,3 @@
+docker build -f ./backend/Dockerfile . -t jsbroks/coco-annotator:python-env --no-cache
+docker build . -t annotator_webclient_gpu --no-cache
+docker build -f ./backend/workers/Dockerfile . -t annotator_workers_gpu --no-cache
diff --git a/db/.gitkeep b/db/.gitkeep
new file mode 100644
index 00000000..e69de29b
diff --git a/docker-compose.gpu.yml b/docker-compose.gpu.yml
new file mode 100644
index 00000000..5b6bcdd4
--- /dev/null
+++ b/docker-compose.gpu.yml
@@ -0,0 +1,83 @@
+version: "3"
+
+networks:
+  cocoannotator:
+    external: false
+
+services:
+  webserver:
+    image: annotator_webclient_gpu
+    container_name: annotator_webclient
+    restart: "no"
+    ports:
+      - "5000:5000"
+    environment:
+      - SECRET_KEY=RandomSecretKeyHere
+      - FILE_WATCHER=true
+      - NAME=Test Annotator
+      - MASK_RCNN_FILE=/models/mask_rcnn_coco.h5
+      # # Default coco classes (order matters)
+      - MASK_RCNN_CLASSES=
+         BG,person,bicycle,car,motorcycle,airplane,
+         bus,train,truck,boat,traffic light,
+         fire hydrant,stop sign,parking meter,bench,bird,
+         cat,dog,horse,sheep,cow,elephant,bear,
+         zebra,giraffe,backpack,umbrella,handbag,tie,
+         suitcase,frisbee,skis,snowboard,sports ball,
+         kite,baseball bat,baseball glove,skateboard,
+         surfboard,tennis racket,bottle,wine glass,cup,
+         fork,knife,spoon,bowl,banana',apple,
+         sandwich,orange,broccoli,carrot,hot dog,pizza,
+         donut,cake,chair,couch,potted plant,bed,
+         dining table,toilet,tv,laptop,mouse,remote,
+         keyboard,cell phone,microwave,oven,toaster,
+         sink,refrigerator,book,clock,vase,scissors,
+         teddy bear,hair drier,toothbrush
+    volumes:
+      - "./datasets:/datasets"
+      - "./models:/models"
+    depends_on:
+      - database
+      - workers
+    networks:
+      - cocoannotator
+  workers:
+    container_name: annotator_workers
+    image: annotator_workers_gpu
+    volumes:
+      - "./backend/config:/workspace/config"
+      - "./backend/webserver:/workspace/webserver"
+      - "./backend/workers:/workspace/workers"
+      - "./backend/database:/workspace/database"
+      - "./datasets:/datasets"
+    depends_on:
+      - messageq
+      - database
+    ports:
+      - 5555:5555
+    networks:
+      - cocoannotator
+  messageq:
+    image: rabbitmq:3
+    container_name: annotator_message_q
+    environment:
+      - RABBITMQ_DEFAULT_USER=user
+      - RABBITMQ_DEFAULT_PASS=password
+    ports:
+      - 5672:5672
+    networks:
+      - cocoannotator
+  database:
+    image: mongo:4.0
+    container_name: annotator_mongodb
+    restart: "no"
+    environment:
+      - MONGO_DATA_DIR=/data/db
+      - MONGO_LOG_DIR=/dev/null
+    volumes:
+      - "./db:/data/db"
+    ports:
+      - "27017:27017"
+    command: "mongod --smallfiles --logpath=/dev/null"
+    networks:
+      - cocoannotator