Update README.md

README.md

@@ -1,4 +1,6 @@
----
+<u>**Accurate Eyes Detection Dataset**</u>
+
+------------------------------------------------------------------------
 license: cc-by-nc-sa-4.0
 task_categories:
 - object-detection
@@ -13,32 +15,25 @@ size_categories:
 - 10K<n<100K
 -----------------------------------------------------------------------
 
-
-<u>**Accurate Eyes Detection Dataset**</u>
-
-
-**Dataset Description**
+## **Dataset Description**
 This dataset is designed for real-time "precise eye detection" under various conditions. It contains highly accurate bounding box annotations, manually retraced to ensure maximum precision.
 
-
-**Dataset Annotations Format**
+## **Dataset Annotations Format**
 - High-quality "COCO format annotations"
 
-
-**Key features**
+## **Key features**
 - 72,317 images of close-up eyes, people's faces, and real-life scenes.
 - <u>Various Image acquisition conditions</u>:
 - Single person (1 or 2 eyes), whole people, groups, ...
 - Open and closed eyes.
 - Diversity of lighting and poses.
 
-
-**Preprocessing e Augmentation applied**
-1. <u>Preprocessing</u>:
+## **Preprocessing e Augmentation applied**
+### 1. <u>Preprocessing</u>:
 - Auto-orientation (with EXIF orientation stripping)
 - Resize to 640x640 (Stretch)
 
-2. <u>Data Augmentation</u> (create 7 versions for each image):
+### 2. <u>Data Augmentation</u> (create 7 versions for each image):
 - Random crop: 0-30% of the image
 - Random rotation: ±15 degrees
 - Random shear: ±15° horizontal/vertical
@@ -48,12 +43,9 @@ This dataset is designed for real-time "precise eye detection" under various con
 - Salt and pepper noise: 0.3% of pixels
 - Cutout: 7 boxes, each with a size of 2%
 
-
 **Nota importante**: Tutti i bounding box sono stati **completamente riannotati manualmente** su Roboflow per garantire la massima accuratezza.
 
-
-**Dataset Structures**
-
+## **Dataset Structures**
 dataset/
 ├── train/
 │ ├── images/
@@ -63,62 +55,51 @@ dataset/
 │ └── annotations.json
 
 
+## **License - CC BY-NC-SA 4.0**
 
-**License - CC BY-NC-SA 4.0**
-
-1. <u>What you can do</u>:
+### 1. <u>What you can do</u>:
 - Share - copy and redistribute the material
 - Adapt - remix, transform, and create derivative works
 - Use for research, study, and non-commercial projects
 
-2. <u>Mandatory conditions</u>:
+### 2. <u>Mandatory conditions</u>:
 - Attribution - You must give appropriate credit, provide a link to the license, and indicate if changes were made.
 - NonCommercial - You may not use the material for commercial purposes.
 - ShareAlike - If you remix, transform, or create derivative works, you must distribute your contributions under the **same license** as the original.
 
-3. <u>Example of attribution</u>
-"Accurate Eyes Detection Dataset" by AndreaPorri is licensed under CC BY-NC-SA 4.0
+### 3. <u>Example of attribution</u>:
+"Accurate Eyes Detection Dataset" by AndreaPorri is licensed under CC BY-NC-SA 4.0  
 Dataset source: https://huggingface.co/datasets/AndreaPorri/Eyes-Detection
 
-
-**Expected Uses**
+## **Expected Uses**
 - Real-time eye detection.
 - Part of an Eye-Tracking pipeline for computer vision applications.
 - Academic research.
 - Research for medical applications.
 
-
-**Limitations and Ethical Considerations**
+## **Limitations and Ethical Considerations**
 - The dataset contains <u>images of faces</u>
 - Use permitted <u>only for non-commercial purposes</u>
 - It is the user's responsibility to ensure ethical use in compliance with privacy laws.
 
-
-**Original Datasets of Origin**
+## **Original Datasets of Origin**
 This dataset was created based on:
 1. **EyeCon Dataset** - https://app.roboflow.com/andreap/eyecon-eaux0-oykgj/1
 2. **Eyes Detection Dataset** - https://app.roboflow.com/andreap/eyes_detection-bupne/1
 
+## **Disclaimer**
+The user is responsible for the ethical and legal use of this dataset. The creator assumes no responsibility for any improper use.
 
-
-**Citazione**
+## **Citazione**
 If you use this dataset in your research, please cite it as:
 
 ```bibtex
-
-
-@dataset
-{accurate_eyes_detection_2025,
-author = {Andrea Porri},
-title = {Accurate Eyes Detection Dataset},
-year = {2025},
-publisher = {Hugging Face},
-version = {2.0},
-license = {CC BY-NC-SA 4.0},
-url = {https://huggingface.co/datasets/AndreaPorri/Eyes-Detection}
-}
-
-
-
-**Disclaimer**
-The user is responsible for the ethical and legal use of this dataset. The creator assumes no responsibility for any improper use.
+@dataset{accurate_eyes_detection_2025,
+  author = {Andrea Porri},
+  title = {Accurate Eyes Detection Dataset},
+  year = {2025},
+  publisher = {Hugging Face},
+  version = {2.0},
+  license = {CC BY-NC-SA 4.0},
+  url = {https://huggingface.co/datasets/AndreaPorri/Eyes-Detection}
+}