diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..fec8a0c
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,8 @@
+/target
+/.vscode
+/.idea
+/.github
+/.devcontainer
+/.git
+/.circleci
+/test_files
\ No newline at end of file
diff --git a/README.md b/README.md
index 0dde1a4..ff7f08e 100644
--- a/README.md
+++ b/README.md
@@ -3,4 +3,18 @@
 [![Crates.io](https://img.shields.io/crates/v/ssimulacra2_rs?style=for-the-badge)](https://crates.io/crates/ssimulacra2_rs)
 [![LICENSE](https://img.shields.io/crates/l/ssimulacra2_rs?style=for-the-badge)](https://github.com/rust-av/ssimulacra2_bin/blob/main/LICENSE)
 
-Binary interface to the Rust implementation of the SSIMULACRA2 metric: https://github.com/rust-av/ssimulacra2
+Binary interface to the Rust implementation of the SSIMULACRA2 metric: <https://github.com/rust-av/ssimulacra2>
+
+## Docker
+
+First build the image
+
+```bash
+docker build -t ssimulacra2_bin .
+```
+
+Then run it:
+
+```bash
+docker run --rm -v $(PWD):/files ssimulacra2_bin image /files/source.png /files/distorted.png
+```
diff --git a/dockerfile b/dockerfile
new file mode 100644
index 0000000..156e4b3
--- /dev/null
+++ b/dockerfile
@@ -0,0 +1,14 @@
+# Build project
+FROM rust:latest as builder
+WORKDIR /volume
+COPY . .
+RUN apt-get update && apt-get install -y libavutil-dev libavformat-dev clang && rm -rf /var/lib/apt/lists/*
+RUN env RUSTFLAGS="-C target-cpu=haswell" cargo build --profile=release
+
+# Setup actual executing image
+FROM debian
+RUN apt-get update && apt-get install -y ffmpeg && rm -rf /var/lib/apt/lists/*
+COPY --from=builder /volume/target/release/ssimulacra2_rs /ssimulacra2_rs
+RUN mkdir /files
+
+ENTRYPOINT ["/ssimulacra2_rs"]