diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 00000000..abae4af7
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,53 @@
+**/__pycache__
+**/.classpath
+**/.dockerignore
+# **/.env
+**/.git
+**/.gitignore
+**/.project
+**/.settings
+**/.toolstarget
+**/*.*proj.user
+**/*.dbmdl
+**/*.jfm
+**/azds.yaml
+**/bin
+**/charts
+**/docker-compose*
+**/*Dockerfile*
+**/node_modules
+**/npm-debug.log
+**/obj
+**/secrets.dev.yaml
+**/values.dev.yaml
+
+**/.github
+**/.gitlab
+**/*.gitlab-ci.yml
+
+# vim
+**/*.swp
+**/*.swo
+# Pycharm
+**/.idea
+# VS Code
+**/.vscode
+**/.vs
+# Spyder
+**/.spyproject/
+# Jupyter NB Checkpoints
+**/.ipynb_checkpoints/
+**/.notebook
+
+# venvs
+env/
+venv/
+
+# database
+**/*.sqlite3
+**/*.db
+**/*.rdb
+
+# Video Samples
+*/cameras/video_samples
+*.mp4
diff --git a/.github/workflows/docker-build.yml b/.github/workflows/docker-build.yml
new file mode 100644
index 00000000..737ef22a
--- /dev/null
+++ b/.github/workflows/docker-build.yml
@@ -0,0 +1,34 @@
+name: Docker Build
+
+on:
+  push:
+    branches:
+      - 'master'
+  pull_request:
+    branches:
+      - 'master'
+
+jobs:
+  docker:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v2
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v1
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v1
+      - name: Login to DockerHub
+        uses: docker/login-action@v1
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+      - name: Build and push
+        id: docker_build
+        uses: docker/build-push-action@v2
+        with:
+          context: .
+          file: ./Dockerfile
+          platforms: linux/amd64,linux/arm64
+          push: true
+          tags: mostafaelmenbawy/gfpgan:latest
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 00000000..99a8e2b2
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,41 @@
+FROM nvidia/cuda:10.0-cudnn7-devel
+
+WORKDIR /app
+
+RUN apt-get update && apt-get install -y --no-install-recommends --fix-missing \
+    # python
+    python3.8 python3-pip python3-setuptools python3-dev \
+    # OpenCV deps
+    libglib2.0-0 libsm6 libxext6 libxrender1 libgl1-mesa-glx \
+    # c++
+    g++ \
+    # others
+    wget unzip
+
+# Ninja
+RUN wget https://github.com/ninja-build/ninja/releases/download/v1.8.2/ninja-linux.zip && \
+    unzip ninja-linux.zip -d /usr/local/bin/ && \
+    update-alternatives --install /usr/bin/ninja ninja /usr/local/bin/ninja 1 --force
+
+# basicsr facexlib
+RUN python3 -m pip install --upgrade pip && \
+    pip3 install --no-cache-dir torch>=1.7 opencv-python>=4.5 && \
+    pip3 install --no-cache-dir basicsr facexlib realesrgan
+
+# weights
+RUN wget https://github.com/TencentARC/GFPGAN/releases/download/v0.2.0/GFPGANCleanv1-NoCE-C2.pth \
+        -P experiments/pretrained_models &&\
+    wget https://github.com/TencentARC/GFPGAN/releases/download/v0.1.0/GFPGANv1.pth \
+        -P experiments/pretrained_models
+
+RUN rm -rf /var/cache/apt/* /var/lib/apt/lists/* && \
+    apt-get autoremove -y && apt-get clean
+
+COPY requirements.txt .
+RUN pip3 install --no-cache-dir -r requirements.txt
+
+COPY . .
+RUN pip3 install .
+
+
+CMD ["python3", "inference_gfpgan.py", "--upscale", "2", "--test_path", "inputs/whole_imgs", "--save_root", "results"]
diff --git a/README.md b/README.md
index b6296252..3ca68bbc 100644
--- a/README.md
+++ b/README.md
@@ -174,6 +174,72 @@ You could improve it according to your own needs.
 
 > python -m torch.distributed.launch --nproc_per_node=4 --master_port=22021 gfpgan/train.py -opt options/train_gfpgan_v1.yml --launcher pytorch
 
+## :whale2: Running GFPGAN in a Docker Container
+
+We provide a docker image of the project for easier installation.
+
+### :wrench: Dependencies and Installation
+
+- [NVIDIA-DOCKER](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html)
+- NVIDIA GPU
+
+### Inference
+
+If you want to add new images, follow this convention for directories.
+Cropped images in `./inputs/cropped_faces` and
+whole images in `./inputs/whole_imgs`
+
+#### v0.1.0 on GPU
+
+Using <https://github.com/TencentARC/GFPGAN/releases/download/v0.2.0/GFPGANCleanv1-NoCE-C2.pth>
+
+```sh
+nvidia-docker run \
+    --name gfpgan \
+    --volume <absolute/path/inputs>:/app/inputs \
+    --volume <absolute/path/results>:/app/results \
+    -e BASICSR_JIT=True \
+    {{ DOCKERHUB_REPOSITORY }}/GFPGAN:latest \
+    python3 inference_gfpgan.py --model_path experiments/pretrained_models/GFPGANv1.pth --test_path inputs/whole_imgs --save_root results --arch original --channel 1
+```
+
+```sh
+nvidia-docker run \
+    --name gfpgan \
+    --volume <absolute/path/inputs>:/app/inputs \
+    --volume <absolute/path/results>:/app/results \
+    -e BASICSR_JIT=True \
+    {{ DOCKERHUB_REPOSITORY }}/GFPGAN:latest \
+    python3 inference_gfpgan.py --model_path experiments/pretrained_models/GFPGANv1.pth --test_path inputs/cropped_faces --save_root results --arch original --channel 1 --aligned
+```
+
+#### v0.2.0
+
+Using <https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.1/RealESRGAN_x2plus.pth>
+
+```sh
+docker run \
+    --name gfpgan \
+    --volume <absolute/path/inputs>:/app/inputs \
+    --volume <absolute/path/results>:/app/results \
+    {{ DOCKERHUB_REPOSITORY }}/GFPGAN:latest \
+    python3 inference_gfpgan.py --upscale 2 --test_path inputs/whole_imgs --save_root results
+```
+
+### Training
+
+Follow training steps provided [here](#computer-training) until step 3.
+
+```sh
+nvidia-docker run \
+    --name gfpgan \
+    --volume <absolute/path/experiments/pretrained_models>:/app/experiments/pretrained_models \
+    --volume <absolute/path/train_gfpgan_v1.yml>:/app/train_gfpgan_v1.yml \
+    -e BASICSR_JIT=True \
+    {{ DOCKERHUB_REPOSITORY }}/GFPGAN:latest \
+    python3 -m torch.distributed.launch --nproc_per_node=4 --master_port=22021 gfpgan/train.py -opt options/train_gfpgan_v1.yml --launcher pytorch
+```
+
 ## :scroll: License and Acknowledgement
 
 GFPGAN is released under Apache License Version 2.0.