Update README.md

README.md

@@ -2,56 +2,86 @@
 license: mit
 ---
 
-# Dataset Card for Chirp Spectrograms (Images & Corresponding Labels)
-
-## Sample Generated Spectrograms
+# Dataset Card for Chirp Spectrograms  
+*Images & Corresponding Labels for Signal Processing Research*
 
+<div style="background: #f8f9fa; border-radius: 8px; padding: 20px; margin-bottom: 20px; border-left: 4px solid #4285f4;">
+<h2 style="margin-top: 0;">📊 Sample Generated Spectrograms</h2>
 <div style="display: flex; flex-wrap: wrap; gap: 10px; justify-content: center;">
-    <img src="https://raw.githubusercontent.com/nbahador/chirp_spectrogram_generator/main/Usage_Example/spectrogram_4.png" alt="Sample Spectrogram" width="45%" />
-    <img src="https://raw.githubusercontent.com/nbahador/chirp_spectrogram_generator/main/Usage_Example/Samples.jpg" alt="Multiple Spectrograms" width="45%" />
+    <div style="border: 1px solid #e0e0e0; border-radius: 8px; padding: 10px; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
+        <img src="https://raw.githubusercontent.com/nbahador/chirp_spectrogram_generator/main/Usage_Example/spectrogram_4.png" alt="Sample Spectrogram" width="100%" />
+    </div>
+    <div style="border: 1px solid #e0e0e0; border-radius: 8px; padding: 10px; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
+        <img src="https://raw.githubusercontent.com/nbahador/chirp_spectrogram_generator/main/Usage_Example/Samples.jpg" alt="Multiple Spectrograms" width="100%" />
+    </div>
+</div>
 </div>
 
-## Dataset Details
-
-### Dataset Description
-
-This dataset contains 100000 synthetic chirp spectrograms with corresponding labels, generated for research in signal processing and machine learning applications. The dataset is particularly useful for developing and testing models for chirp signal detection and localization.
-
-- **Curated by:** Nooshin Bahador
-- **Funded by:** Canadian Neuroanalytics Scholars Program
-- **Shared by:** Nooshin Bahador
-- **Language(s):** Python (for generation package)
-- **License:** MIT
-
-### Dataset Sources
-
-- **Repository:** [GitHub Package](https://github.com/nbahador/chirp_spectrogram_generator/tree/main)
-- **Paper:** [ArXiv Publication](https://arxiv.org/pdf/2503.22713)
-
-## Dataset Structure
-
-The dataset contains:
-- Spectrogram images
-- Corresponding labels including chirp parameters and locations
-- Metadata about generation parameters
-
-#### Data Collection and Processing
-
-Data was synthetically generated using the provided Python package, with parameters randomly sampled from physiologically relevant ranges.
-- **Repository:** [GitHub Package](https://github.com/nbahador/chirp_spectrogram_generator/tree/main)
-
-#### Who are the source data producers?
-
-The data was generated by the authors using their custom Python package.
+<div style="background: #f8f9fa; border-radius: 8px; padding: 20px; margin-bottom: 20px; border-left: 4px solid #34a853;">
+<h2 style="margin-top: 0;">📝 Dataset Description</h2>
+<p>This dataset contains <strong>100,000 synthetic chirp spectrograms</strong> with corresponding labels, generated for research in signal processing and machine learning applications. The dataset is particularly useful for developing and testing models for chirp signal detection and localization.</p>
+
+<div style="display: flex; flex-wrap: wrap; gap: 15px; margin-top: 15px;">
+    <div style="flex: 1; min-width: 200px; background: white; border-radius: 8px; padding: 15px; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
+        <h4 style="margin-top: 0; color: #5f6368;">🧑‍💻 Curated by</h4>
+        <p>Nooshin Bahador</p>
+    </div>
+    <div style="flex: 1; min-width: 200px; background: white; border-radius: 8px; padding: 15px; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
+        <h4 style="margin-top: 0; color: #5f6368;">💰 Funded by</h4>
+        <p>Canadian Neuroanalytics Scholars Program</p>
+    </div>
+    <div style="flex: 1; min-width: 200px; background: white; border-radius: 8px; padding: 15px; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
+        <h4 style="margin-top: 0; color: #5f6368;">📜 License</h4>
+        <p>MIT</p>
+    </div>
+</div>
+</div>
 
-## Citation
+<div style="background: #f8f9fa; border-radius: 8px; padding: 20px; margin-bottom: 20px; border-left: 4px solid #ea4335;">
+<h2 style="margin-top: 0;">🔗 Dataset Sources</h2>
+<div style="display: flex; flex-wrap: wrap; gap: 15px;">
+    <div style="flex: 1; min-width: 250px; background: white; border-radius: 8px; padding: 15px; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
+        <h4 style="margin-top: 0;">GitHub Repository</h4>
+        <p><a href="https://github.com/nbahador/chirp_spectrogram_generator/tree/main">Chirp Spectrogram Generator</a></p>
+    </div>
+    <div style="flex: 1; min-width: 250px; background: white; border-radius: 8px; padding: 15px; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
+        <h4 style="margin-top: 0;">Research Paper</h4>
+        <p><a href="https://arxiv.org/pdf/2503.22713">ArXiv Publication</a></p>
+    </div>
+</div>
+</div>
 
-[Bahador, N., & Lankarany, M. (2025). Chirp localization via fine-tuned transformer model: A proof-of-concept study. arXiv preprint arXiv:2503.22713.](https://arxiv.org/pdf/2503.22713)
+<div style="background: #f8f9fa; border-radius: 8px; padding: 20px; margin-bottom: 20px; border-left: 4px solid #fbbc05;">
+<h2 style="margin-top: 0;">🗂 Dataset Structure</h2>
+<div style="background: white; border-radius: 8px; padding: 15px; box-shadow: 0 2px 4px rgba(0,0,0,0.1); margin-bottom: 15px;">
+    <h4 style="margin-top: 0;">Content Includes:</h4>
+    <ul>
+        <li>Spectrogram images</li>
+        <li>Corresponding labels including chirp parameters and locations</li>
+        <li>Metadata about generation parameters</li>
+    </ul>
+</div>
 
-## More Information
+<div style="background: white; border-radius: 8px; padding: 15px; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
+    <h4 style="margin-top: 0;">Data Collection and Processing</h4>
+    <p>Data was synthetically generated using the provided Python package, with parameters randomly sampled from physiologically relevant ranges.</p>
+    <p><strong>Repository:</strong> <a href="https://github.com/nbahador/chirp_spectrogram_generator/tree/main">GitHub Package</a></p>
+</div>
+</div>
 
-For more information and generation code, visit the [GitHub repository](https://github.com/nbahador/chirp_spectrogram_generator/tree/main).
+<div style="background: #f8f9fa; border-radius: 8px; padding: 20px; margin-bottom: 20px; border-left: 4px solid #673ab7;">
+<h2 style="margin-top: 0;">📄 Citation</h2>
+<div style="background: white; border-radius: 8px; padding: 15px; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
+    <p>Bahador, N., & Lankarany, M. (2025). Chirp localization via fine-tuned transformer model: A proof-of-concept study. arXiv preprint arXiv:2503.22713. <a href="https://arxiv.org/pdf/2503.22713">[PDF]</a></p>
+</div>
+</div>
 
-## Dataset Card Authors
+<div style="background: #f8f9fa; border-radius: 8px; padding: 20px; border-left: 4px solid #00bcd4;">
+<h2 style="margin-top: 0;">ℹ️ More Information</h2>
+<p>For more information and generation code, visit the <a href="https://github.com/nbahador/chirp_spectrogram_generator/tree/main">GitHub repository</a>.</p>
 
-[Nooshin Bahador](https://www.linkedin.com/in/nooshin-bahador-30348950/)
+<div style="margin-top: 15px; padding-top: 15px; border-top: 1px solid #e0e0e0;">
+    <h4 style="margin-bottom: 5px;">Dataset Card Authors</h4>
+    <p><a href="https://www.linkedin.com/in/nooshin-bahador-30348950/">Nooshin Bahador</a></p>
+</div>
+</div>