updated README.md

README.md

@@ -34,10 +34,20 @@ Original data are available on [Zenodo](https://zenodo.org/records/8009680). Mor
 
 # Dataset Description
 
-- **Paper:** [Lumbar spine segmentation in MR images: a dataset and a public benchmark](https://www.nature.com/articles/s41597-024-03090-w) 
+- **Published Paper:** [Lumbar spine segmentation in MR images: a dataset and a public benchmark](https://www.nature.com/articles/s41597-024-03090-w)
+- **ArXiv Link:** https://arxiv.org/abs/2306.12217
 - **Repository:** [Zenodo](https://zenodo.org/records/8009680)
 - **Grand Challenge:** [SPIDER Grand Challenge](https://spider.grand-challenge.org/)
 
+# Tutorials
+
+In addition to the information in this README, several detailed tutorials are provided in the [tutorials](tutorials) folder:
+
+1. [Loading the Dataset](tutorials/load_data.ipynb)
+2. [Applying the U-Net Image Segmentation Model to SPIDER](tutorials/UNet_segmentation_with_SPIDER.ipynb)
+
+<br>
+
 # Table of Contents (TOC)
 
 1. [Getting Started](https://huggingface.co/datasets/cdoswald/SPIDER#getting-started)
@@ -82,8 +92,7 @@ from datasets import load_dataset
 dataset = load_dataset("cdoswald/SPIDER, name="default", trust_remote_code=True)
 ```
 
-More detailed examples for [loading](tutorials/load_data.ipynb) the dataset with different configurations 
-and using the dataset for [segmentation tasks](tutorials/segment_anything.ipynb) are provided in the [tutorials](tutorials) folder.
+See the [Loading the Dataset](tutorials/load_data.ipynb) tutorial for more information.
 
 # Dataset Summary