diff --git a/README.md b/README.md
index 76f5b3a0..976def3e 100644
--- a/README.md
+++ b/README.md
@@ -64,6 +64,8 @@
 </details>
 
 ## Installation
+
+##### (Recommended)
 SplaTAM has been tested on python 3.10, CUDA>=11.6. The simplest way to install all dependences is to use [anaconda](https://www.anaconda.com/) and [pip](https://pypi.org/project/pip/) in the following steps: 
 
 ```bash
@@ -74,12 +76,42 @@ conda install pytorch==1.12.1 torchvision==0.13.1 torchaudio==0.12.1 cudatoolkit
 pip install -r requirements.txt
 ```
 
-We also provide a conda environment.yml file :
+Alternatively, we also provide a conda environment.yml file :
 ```bash
 conda env create -f environment.yml
 conda activate splatam
 ```
 
+#### Docker and Singularity Setup
+
+We also provide a docker image. We recommend using a venv to run the code inside a docker image:
+
+
+```bash
+docker pull nkeetha/splatam:v1
+bash bash_scripts/docker_start.bash
+cd /SplaTAM/
+pip install virtualenv --user
+mkdir venv
+cd venv
+virtualenv splatam --system-site-packages
+pip install -r venv_requirements.txt
+```
+
+Setting up a singularity container is similar:
+```bash
+cd </path/to/singularity/folder/
+singularity pull splatam.sif docker://nkeetha/splatam:v1
+singularity instance start --nv splatam.sif splatam
+singularity run --nv instance://gradslam_2
+cd <path/to/SplaTAM/>
+pip install virtualenv --user
+mkdir venv
+cd venv
+virtualenv splatam --system-site-packages
+pip install -r venv_requirements.txt
+```
+
 ## Demo
 
 ### Online
diff --git a/bash_scripts/start_docker.bash b/bash_scripts/start_docker.bash
new file mode 100644
index 00000000..498712a1
--- /dev/null
+++ b/bash_scripts/start_docker.bash
@@ -0,0 +1,17 @@
+#!/bin/bash
+
+docker run -it \
+    --volume="./:/SplaTAM/" \
+    --env="NVIDIA_VISIBLE_DEVICES=all" \
+    --env="NVIDIA_DRIVER_CAPABILITIES=all" \
+    --net=host \
+    --privileged \
+    --group-add audio \
+    --group-add video \
+    --ulimit memlock=-1 \
+    --ulimit stack=67108864 \
+    --name splatam \
+    --gpus all \
+    nkeetha/splatam:v1 \
+    /bin/bash
+    
diff --git a/venv_requirements.txt b/venv_requirements.txt
new file mode 100644
index 00000000..a223b5b2
--- /dev/null
+++ b/venv_requirements.txt
@@ -0,0 +1,13 @@
+tqdm==4.65.0
+Pillow
+imageio
+matplotlib
+kornia
+natsort
+pyyaml
+wandb
+lpips
+torchmetrics
+cyclonedds
+pytorch-msssim
+git+https://github.com/JonathonLuiten/diff-gaussian-rasterization-w-depth.git@cb65e4b86bc3bd8ed42174b72a62e8d3a3a71110
\ No newline at end of file