diff --git a/.gitattributes b/.gitattributes
index 1ef325f1b111266a6b26e0196871bd78baa8c2f3..71c93109201cec8de8c690fe035e3a561c1a06a3 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -57,3 +57,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+# Medical image files - compressed
+*.nii.gz filter=lfs diff=lfs merge=lfs -text
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..685f5534154d0e006435c45bfc78fd8c4ba76841
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,3 @@
+.idea/
+.DS_Store
+node_modules
diff --git a/README.md b/README.md
index 82439d4092f94ecf1f38d084e2b95102f73d6672..b38ed379367aad99655fe6014703ba32819eb719 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,35 @@
----
-license: cc-by-nc-sa-4.0
----
+---
+license: cc-by-nc-sa-4.0
+---
+
+# ACDC Dataset
+
+This is a pre-processed version of the original
+[Automated Cardiac Diagnosis Challenge (ACDC) dataset](https://www.creatis.insa-lyon.fr/Challenge/acdc/databases.html).
+Short-axis view images have been resampled to 1mm x 1mm x 10mm. Images have also been center cropped at the left
+ventricle mask center. The size of each slice is 192 x 192 pixels.
+
+Download the dataset using the following command:
+
+```bash
+from huggingface_hub import snapshot_download
+data_dir = snapshot_download(repo_id="mathpluscode/ACDC", allow_patterns=["*.nii.gz", "*.csv"], repo_type="dataset")
+```
+
+where `data_dir` is the directory where the dataset will be downloaded. The data structure is as follows:
+
+```
+train.csv
+train/
+├── patient001/
+│   ├── patient001_frame01.nii.gz
+│   ├── patient001_frame01_gt.nii.gz
+│   ├── patient001_frame12.nii.gz
+│   ├── patient001_frame12_gt.nii.gz
+├── patient002/
+├── ...
+test/
+├── patient101/
+├── patient102/
+├── ...
+```
diff --git a/test.csv b/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cf8577fbaf46f2c035eeeaae362b800cdcd37834
--- /dev/null
+++ b/test.csv
@@ -0,0 +1,51 @@
+pid,pathology,height,weight,bmi,n_frames,ed_frame,es_frame,original_sax_spacing_x,original_sax_spacing_y,original_sax_spacing_z,n_slices,edv,esv,ef
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