M-ArslanArshad/Car_Accidents_and_deformation_dataset

🚗 Car Accidents and Deformation Dataset (Annotated)

Author: Muhammad Arslan
License: CC BY-NC 4.0
Source: Kaggle

---

📘 Overview

The Car Accidents and Deformation Dataset is a high-quality, manually curated collection of real-world car accident images, fully collected and annotated by the author. The dataset is intended to support machine learning tasks focused on:

• Vehicle damage classification
• Deformation severity estimation
• Intelligent transportation systems
• Insurance automation and incident reporting

It is designed to be practical for both academic research and experimental AI model development in the domain of road safety and vehicle forensics.

📂 Dataset Structure

The dataset contains two main folders: images/ and labels/, each with train/ and val/ subfolders:

dataset/
├── images/
│   ├── train/
│   └── val/
├── labels/
│   ├── train/
│   └── val/

Each .txt label file follows YOLO format:
<class_id> <x_center> <y_center> <width> <height> (all normalized)

Example:

4 0.560967 0.598094 0.829009 0.629283

---

🏷️ Class Labels

Class ID	Description	Estimated Deformity
0	No Accident	0%
1	Minor Accident	~30%
2	Moderate Accident	~50%
3	Severe Accident	~70%
4	Totaled Vehicle	~100% (on fire, flipped, crushed)

---

🧠 Applications

• 🔍 Accident detection and analysis
• 🛡️ Insurance claim automation systems
• 🚘 Driver assistance / ADAS research
• 🧪 Deep learning model benchmarking (classification / detection)

---

⚖️ License

This dataset is licensed under Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0).

You are free to:

• Share, remix, and adapt the dataset for non-commercial use
• Use it in academic or personal research
• Publish derivative works with proper credit to the author

You are not allowed to:

• Use this dataset for commercial or for-profit projects without explicit permission

🔗 Read the full license

📚 Citation

If you use this dataset in your work, please cite it as:

@dataset{arslan2025caraccidents,
  title={Car Accidents and Deformation Dataset (Annotated)},
  author={Muhammad Arslan},
  year={2025},
  url={https://www.kaggle.com/datasets/marslanarshad/car-accidents-and-deformation-datasetannotated}
}

📬 Contact

For inquiries, collaborations, or licensing requests, feel free to reach out:

• 📧 Email: [email protected]
• 💼 LinkedIn: Muhammad Arslan