Link paper and add sample usage

README.md

@@ -1,24 +1,25 @@
 ---
+language:
+- en
 license: cc-by-nc-4.0
+size_categories:
+- 1K<n<10K
 task_categories:
-  - depth-estimation
-  - image-to-image
-language:
-  - en
+- depth-estimation
+- image-to-image
 tags:
-  - dermatology
-  - medical-imaging
-  - 3d-reconstruction
-  - synthetic-data
-  - skin-lesion
-  - depth-estimation
-size_categories:
-  - 1K<n<10K
+- dermatology
+- medical-imaging
+- 3d-reconstruction
+- synthetic-data
+- skin-lesion
 ---
 
 # D-Synth: Synthetic Dermoscopic Dataset with Pixel-Perfect 3D Information
 
-D-Synth is the first synthetic dermoscopic dataset providing pixel-perfect 3D ground truth (metric depth, surface normals, camera intrinsics) for monocular depth estimation in dermatology. Introduced in DermDepth (Carrión & Norouzi, MICCAI 2026).
+D-Synth is the first synthetic dermoscopic dataset providing pixel-perfect 3D ground truth (metric depth, surface normals, camera intrinsics) for monocular depth estimation in dermatology. It was introduced in [DermDepth: Toward Monocular Metric Scale 3D Reconstruction Models for Dermatology](https://huggingface.co/papers/2607.13010) (Carrión & Norouzi, MICCAI 2026).
+
+[Project Page / GitHub](https://github.com/hectorcarrion/dermdepth) | [Paper](https://huggingface.co/papers/2607.13010)
 
 ## Overview
 
@@ -30,6 +31,26 @@ D-Synth is the first synthetic dermoscopic dataset providing pixel-perfect 3D gr
   - `generation_params.json` — full rendering parameters
   - (subset) `render_rgb.png`, `render_depth.png`, `render_meta.json` — additional render variants
 
+## Sample Usage
+
+You can download the dataset locally using the Hugging Face CLI:
+
+```bash
+hf download hcarrion/D-Synth --repo-type dataset --local-dir data/dermdepth_train/dsynth
+```
+
+Or programmatically via Python:
+
+```python
+from huggingface_hub import snapshot_download
+
+snapshot_download(
+    repo_id='hcarrion/D-Synth', 
+    repo_type='dataset', 
+    local_dir='data/dermdepth_train/dsynth'
+)
+```
+
 ## Generation pipeline
 
 D-Synth extends [S-SYNTH](https://github.com/DIDSR/ssynth-release) (Kim et al., MICCAI 2024) with:
@@ -72,4 +93,4 @@ CC BY-NC 4.0 (research / non-commercial use). For other uses, please contact the
 
 - **Code & training scripts**: https://github.com/hectorcarrion/dermdepth
 - **Fine-tuned DermDepth checkpoints**: https://huggingface.co/hcarrion/DermDepth
-- **Base depth model**: https://huggingface.co/Ruicheng/moge-2-vitl-normal
+- **Base depth model**: https://huggingface.co/Ruicheng/moge-2-vitl-normal