diff --git a/projects/CMRxRecon/README.rst b/projects/CMRxRecon/README.rst
new file mode 100644
index 00000000..84cd06d0
--- /dev/null
+++ b/projects/CMRxRecon/README.rst
@@ -0,0 +1,151 @@
+Deep Cardiac MRI Reconstruction with ADMM (CMRxRecon Challenge 2023)
+=====================================================================
+
+This project contains necessary configuration files to reproduce experiments of 2nd top-ranking approach
+to both tasks of CMRxRecon Challenge 2023 as presented in `Deep Cardiac MRI Reconstruction with ADMM
+<https://arxiv.org/abs/2310.06628>`_.
+This will also help you set up the training and inference data directories.
+
+Setting up data directory
+-------------------------
+
+This project aims to help you set up directories for training and validation
+data using the specified directory structures necessary to run with DIRECT.
+You will need to run this process twice: once for "Cine" data and once for "Mapping" data.
+
+Prerequisites
+~~~~~~~~~~~~~
+
+Before you begin, make sure you have downloaded the CMRxRecon Challenge
+data. Check `https://cmrxrecon.github.io/Challenge.html`_ for more information.
+
+Assumed Base Path Structure
+~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+The script assumes that CMRxRecon data is organized according to the following directory structure:
+
+.. code-block:: plaintext
+
+    base_path
+    ├── MultiCoil
+    │   ├── Cine_or_Mapping
+    │   │   ├── TrainingSet
+    │   │   │   ├── FullSample
+    │   │   │   ├── AccFactor04
+    │   │   │   ├── AccFactor08
+    │   │   │   └── AccFactor10
+    │   │   ├── ValidationSet
+    │   │   │   ├── AccFactor04
+    │   │   │   ├── AccFactor08
+    │   │   │   └── AccFactor10
+    │   │   ├── TestSet
+    │   │   │   ├── AccFactor04
+    │   │   │   ├── AccFactor08
+    │   │   │   └── AccFactor10
+
+Symlinks Path Structure
+~~~~~~~~~~~~~~~~~~~~~~~
+
+The script will create symbolic links (symlinks) in a target directory with the following structure:
+
+.. code-block:: plaintext
+
+    target_path
+        target_path
+        ├── MultiCoil
+        │   ├── training
+        │   │   ├── P001_T1map.h5
+        │   │   ├── with_masks_P001_T1map.h5
+        │   │   ├── P001_cine_sax.h5
+        │   │   ├── with_masks_P001_cine_sax.h5
+        │   ├── Cine_or_Mapping
+        │   │   ├── validation
+        │   │   │   ├── AccFactor04
+        │   │   │   |   ├── P001_<..>.h5
+        │   │   │   ├── AccFactor08
+        │   │   │   |   ├── P001_<..>.h5
+        │   │   │   └── AccFactor10
+        │   │   │   |   ├── P001_<..>.h5
+        │   │   ├── test
+        │   │   │   ├── AccFactor04
+        │   │   │   |   ├── P001_<..>.h5
+        │   │   │   ├── AccFactor08
+        │   │   │   |   ├── P001_<..>.h5
+        │   │   │   └── AccFactor10
+        │   │   │   |   ├── P001_<..>.h5
+
+Create Symbolic Directories
+~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+The following creates files of fully sampled data with the respective masks, and creates
+symbolic paths of data in single directories to be used with DIRECT.
+
+.. code-block:: bash
+
+    python3 create_data_dir.py --base_path path_to_base_data --target_path path_to_target_directory --data_type Cine
+    python3 create_data_dir.py --base_path path_to_base_data --target_path path_to_target_directory --data_type Mapping
+
+Experiments
+-----------
+
+Configuration Files
+~~~~~~~~~~~~~~~~~~~
+
+We provide configuration files for DIRECT for experiments presented in `Deep Cardiac MRI Reconstruction with ADMM
+<https://arxiv.org/abs/2310.06628>`_ in the `configs folder <./configs>`_.
+
+Training
+~~~~~~~~
+
+In `direct/` run the following command to begin training on the training data.
+
+.. code-block:: bash
+
+    direct train <output_folder> \
+                --training-root <target_path>/MultiCoil/training/ \
+                --validation-root <target_path>/MultiCoil/training/ \
+                --cfg projects/CMRxRecon/configs/base_<name_of_experiment>.yaml \
+                --num-gpus <number_of_gpus> \
+                --num-workers <number_of_workers>
+
+Note that for validation a subset of the training data is used since full validation data have not been released.
+
+Inference
+~~~~~~~~~
+
+Note that inference is performed for a single dataset, therefore a single acceleration factor.
+For example, the following entry for `inference` will perform predictions for acceleration factor of 4x
+on validation data. Change `kspace_key: kspace_sub04` to `kspace_key: kspace_sub08` for 8x and
+`kspace_key: kspace_sub10` for 10x.
+
+.. code-block:: yaml
+
+    inference:
+        batch_size: 8
+        dataset:
+            name: CMRxRecon
+            kspace_key: kspace_sub04
+            compute_mask: true
+            transforms:
+                cropping:
+                    crop: null
+                sensitivity_map_estimation:
+                    estimate_sensitivity_maps: true
+                normalization:
+                    scaling_key: masked_kspace
+                    scale_percentile: 0.99
+                masking: null
+            text_description: inference-4x
+        crop: null
+
+In `direct/` run the following command to perform inference, for instance on 4x:
+
+.. code-block:: bash
+
+    direct predict <output_directory>
+                --checkpoint <path_or_url_to_checkpoint> \
+                --cfg projects/CMRxRecon/configs/base_<name_of_experiment>.yaml \
+                --data-root <target_path>/MultiCoil/<Cine_or_Mapping>/validation/AccFactor<04_or_08_or_10> \
+                --num-gpus <number_of_gpus> \
+                --num-workers <number_of_workers> \
+                [--other-flags]
diff --git a/projects/CMRxRecon/tools/create_data_dir.py b/projects/CMRxRecon/tools/create_data_dir.py
index cb39a4b9..08df9ea6 100644
--- a/projects/CMRxRecon/tools/create_data_dir.py
+++ b/projects/CMRxRecon/tools/create_data_dir.py
@@ -43,10 +43,12 @@
 SYMLINKS_PATH_STRUCTURE = """
     target_path
     ├── MultiCoil
+    │   ├── training
+    │   │   ├── P001_T1map.h5
+    │   │   ├── with_masks_P001_T1map.h5
+    │   │   ├── P001_cine_sax.h5
+    │   │   ├── with_masks_P001_cine_sax.h5
     │   ├── Cine_or_Mapping
-    │   │   ├── training
-    │   │   │   ├── P001_<..>.h5
-    │   │   │   ├── with_masks_P001_<..>.h5
     │   │   ├── validation
     │   │   │   ├── AccFactor04
     │   │   │   |   ├── P001_<..>.h5
@@ -111,7 +113,7 @@
 full_sample_path = training_set_path / "FullSample"
 full_sample_with_masks_path = training_set_path / "FullSampleWithMasks"
 
-training_symbolic_path = args.target_path / "MultiCoil" / args.data_type / "training"
+training_symbolic_path = args.target_path / "MultiCoil" /  "training"
 
 # Check if the required directories exist
 if not data_path.exists():