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README.md

@@ -28,6 +28,32 @@ size_categories:
 
 A curated dataset for classifying camera characteristics in broadcast soccer video, annotated with **9-class shot scale** (CineScale-aligned) and **5-class camera angle** (CineScale2-aligned).
 
+### Shot Scale Examples
+
+<p align="center">
+  <img src="previews/scale_mcu.jpg" width="32%" alt="MCU — Medium Close-Up" />
+  <img src="previews/scale_ls.jpg" width="32%" alt="LS — Long Shot" />
+  <img src="previews/scale_els.jpg" width="32%" alt="ELS — Extreme Long Shot" />
+</p>
+<p align="center">
+  <em>Left:</em> <strong>MCU</strong> Medium Close-Up — head & shoulders &nbsp;|&nbsp;
+  <em>Center:</em> <strong>LS</strong> Long Shot — full body &nbsp;|&nbsp;
+  <em>Right:</em> <strong>ELS</strong> Extreme Long Shot — wide pitch view
+</p>
+
+### Camera Angle Examples
+
+<p align="center">
+  <img src="previews/angle_high.jpg" width="32%" alt="HIGH — High Angle" />
+  <img src="previews/angle_neu.jpg" width="32%" alt="NEU — Neutral / Eye Level" />
+  <img src="previews/angle_low.jpg" width="32%" alt="LOW — Low Angle" />
+</p>
+<p align="center">
+  <em>Left:</em> <strong>HIGH</strong> High Angle — elevated broadcast camera &nbsp;|&nbsp;
+  <em>Center:</em> <strong>NEU</strong> Neutral — pitch-level eye height &nbsp;|&nbsp;
+  <em>Right:</em> <strong>LOW</strong> Low Angle — camera below subject
+</p>
+
 ## Dataset Description
 
 This public sample consists of **650 frames** extracted from **10 video clips** of professional soccer broadcasts spanning 2013–2025. Each frame is annotated across two orthogonal dimensions:
@@ -35,7 +61,7 @@ This public sample consists of **650 frames** extracted from **10 video clips**
 - **Shot Scale** — how much of the subject is visible (9 classes from Extreme Close-Up to Extreme Long Shot)
 - **Camera Angle** — the vertical orientation of the camera relative to the subject (5 classes from Overhead to Low Angle)
 
-This is a representative subset of a larger internal dataset, selected to cover diverse match conditions across different eras (2013-2025), teams, and broadcast styles.
+This is a representative sample of a larger dataset available for licensing. The full dataset covers hundreds of matches across multiple seasons and broadcast conditions — suitable for model training, fine-tuning, and research. Contact [hello@infactory.ai](mailto:[email protected]) for licensing details.
 
 ### Shot Scale Distribution