Add metadata, paper/github links, and sample usage

README.md

@@ -1,5 +1,13 @@
+---
+license: cc-by-4.0
+task_categories:
+- object-detection
+---
+
 # Datasets — Toy Ferrari Car
 
+[Paper](https://huggingface.co/papers/2607.27065) | [GitHub](https://github.com/saptarshineil/ScratchSim)
+
 All datasets below belong to the **toy Ferrari car** dataset and are organised by
 detector (**LW-DETR**, **YOLO26**) and by training regime
 (*synthetic only*, *real only*, *infused* = synthetic + scarce real).
@@ -55,6 +63,16 @@ yolo26/
 - **LW-DETR** expects COCO-style annotations, **YOLO26** the Ultralytics YOLO
   format (`images/`, `labels/`, `data.yaml`).
 
+## Sample Usage
+
+You can load the dataset directly with the `datasets` library:
+
+```python
+from datasets import load_dataset
+
+dataset = load_dataset("saptarshineilsinha/ToyFerrariCarScratchDefectDataset")
+```
+
 ## Citation
 
 If you use this dataset, please cite our paper: