Update README.md

README.md

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----
-license: mit
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+---
+license: mit
+pretty_name: MTG Face Objects Classifcation
+size_categories:
+- n<1K
+---
+
+
+# mtg face objects dataset
+
+This dataset contains high-resolution annotations for Magic: The Gathering card scans. The annotations were created using LabelImg and include raw XML labels in labellmg PascalVoc. The dataset is organized into training and validation portions, enabling custom object detection model training.
+
+## Dataset Structure
+
+```
+data/
+├── annotations/          
+│   ├── [*.xml, *.txt, *_annotated.xml, *_annotated.txt]  # Training annotation files
+│   └── ...  
+├── control_annotations/  
+│   ├── [*.xml]  # Validation annotation files
+│   └── ...
+└── labels/
+    ├── train/         # YOLO-format label files generated from training annotations
+    └── val/           # YOLO-format label files generated from validation annotations
+```
+
+- **annotations/**: Contains XML files (and their "annotated" variants) used for training.
+- **control_annotations/**: Contains XML files used as the validation set.
+- **labels/**: Contains the converted YOLO-format label files, split into `train` and `val` directories.
+
+
+## Usage
+
+- Use the **annotations** and **control_annotations** folders for generating training and validation labels.
+- The **labels** folder holds the final YOLO-format text files required for training an object detection model with yolo11.
+- For the pre-trained model, visit the [MTG Card Segmentation YOLO11 model page](https://huggingface.co/JakeTurner616/mtg-card-segmentation-yolo11).