Update README.md

README.md

@@ -36,3 +36,64 @@ pretty_name: Drone - Computer Vision
 size_categories:
 - 10K<n<100K
 ---
+
+<img src="https://avatars.githubusercontent.com/u/232561603?s=200&v=4" width="100px" align="left">
+
+### `Hibou Computer Vision Dataset`
+
+</br>
+</br>
+
+The Hibou Project is a drone recognition and localization system.
+It is designed to detect and localize drones in real-time, using a combination of audio and video. 
+
+Official code repo: [Hibou Project](https://github.com/PST4Hibou)
+
+
+This dataset is designed to train YOLO-based models for drone detection.
+
+## Object Classes
+
+| ID | Class Name | Ratio  |
+|----|------------|--------|
+| 0  | Drone      | 74.17% |
+| 1  | Other      | 25.83% |
+
+## Dataset Description
+
+| Column      | Description                                                      |
+|-------------|------------------------------------------------------------------|
+| image       | Image from the dataset.                                         |
+| class_id    | Unique identifier of the object's class (used for HF splits).   |
+| class_name  | Name of the class corresponding to `class_id`.                  |
+| box         | Bounding box of the object as an array in YOLO format.          |
+| name        | Image filename.                                                 |
+| raw_label   | Original bounding box annotation stored as a string.            |
+
+Some images with the `class_id`: 1 (Other) don't have a Yolo box. It's used as an empty label during Yolo training.
+More details can be found below.
+
+## How to use
+
+### Edit Dataset
+To edit and update the dataset, please refer to this [Jupyter notebook](https://github.com/PST4Hibou/AI/blob/main/notebooks/computer_vision/01_create_dataset.ipynb).
+
+### Train
+To train a model based on this dataset, please refer to this [Jupyter notebook](https://github.com/PST4Hibou/AI/blob/main/notebooks/computer_vision/02_train_and_predict.ipynb).
+
+### Get in touch
+
+If you have any questions, feel free to reach us out on the following channels:
+
+[<img src="https://upload.wikimedia.org/wikipedia/fr/thumb/9/98/Discord_logo.svg/langfr-330px-Discord_logo.svg.png" width="100" height=auto alt="Our discord"/>](https://discord.gg/stvp6wrCTP)
+
+### Auhtors
+
+We thank everyone who contributed to making this dataset possible.
+
+- [pathikg/drone-detection-dataset](https://huggingface.co/datasets/pathikg/drone-detection-dataset)
+- [drone not drone Computer Vision Dataset ](https://universe.roboflow.com/datasets-ga6vl/drone-not-drone-etacg)
+- [YOLO Drone Detection Dataset](https://www.kaggle.com/datasets/muki2003/yolo-drone-detection-dataset)
+- [rohanmyer/geotagged-streetview-images](https://huggingface.co/datasets/rohanmyer/geotagged-streetview-images)
+
+