Improve dataset card: Update license, add task category, tags, paper link, and sample usage

README.md

@@ -1,19 +1,39 @@
 ---
-license: cc-by-4.0
+license: cc-by-nc-4.0
+task_categories:
+  - image-segmentation
+tags:
+  - methane-detection
+  - hyperspectral-imagery
+  - satellite-imagery
+  - climate-change
+  - remote-sensing
 ---
 
+# Paper | Code
+
+[Optimizing Methane Detection On Board Satellites: Speed, Accuracy, and Low-Power Solutions for Resource-Constrained Hardware](https://huggingface.co/papers/2507.01472) | [GitHub Repository](https://github.com/zaitra/methane-filters-benchmark)
+
 # Overview
 
-This repository hosts curated data products used for evaluation and training in the article  
+This repository hosts curated data products used for evaluation and training in the article
 *"Optimizing Methane Detection Onboard Satellites: Speed, Accuracy, and Low-Power Solutions for Resource-Constrained Hardware."*
 
 The dataset consists exclusively of products generated from 72 hyperspectral channels within the wavelength range of 2122–2488 nm. These products served as the training data for the models available [here](https://huggingface.co/onboard-coop/fast-methane-filters-models).
 
-Using the codebase at [methane-filters-benchmark](https://github.com/zaitra/methane-filters-benchmark), you can reproduce these products or generate new ones with different numbers of channels, wavelength ranges, and customized selection strategies.
-
-The original raw hyperspectral data required to create these products is publicly accessible at:  
+The original raw hyperspectral data required to create these products is publicly accessible at:
 https://huggingface.co/collections/previtus/starcop-67f13cf30def71591f281a41
 
+## Sample Usage (Notebook Demos)
+
+You can try out our demos directly in Google Colab:
+
+- <a href="https://colab.research.google.com/github/zaitra/methane-filters-benchmark/blob/main/ntbs/Models_demo.ipynb"> Models Demo <img src="https://colab.research.google.com/assets/colab-badge.svg" height=16px></a>
+  Demonstrates model inference.
+
+- <a href="https://colab.research.google.com/github/zaitra/methane-filters-benchmark/blob/main/ntbs/Products_demo.ipynb"> Products Creation and Benchmarking Demo <img src="https://colab.research.google.com/assets/colab-badge.svg" height=16px></a>
+  Demonstrates generating products and measuring their runtime.
+
 # Citation
 If you use this dataset in your research, please cite our article:
 ```bibtex