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Dataset Card for Car Images Dataset

Dataset Description

This dataset contains a collection of car images designed to support tasks such as image classification, car detection, and autonomous driving research. The images feature cars in various settings, including streets and other environments, captured to provide diverse training data for computer vision models.

The dataset aims to enable the development and benchmarking of models that can:

  • Identify different types or brands of cars
  • Detect car presence in complex scenes
  • Assist in training autonomous vehicle perception systems

Dataset Structure

  • Images: Car photos (e.g., .png, .jpg) stored in the images/ directory.

Supported Tasks and Leaderboards

Task Categories

  • Image Classification
  • Object Detection

Supported Tasks

  • Car type classification (e.g., sedan, SUV, hatchback)
  • Car detection/localization in street scenes
  • Scene analysis for autonomous driving models

Dataset Creation

Curation Rationale

This dataset was created to support research and development in automotive computer vision. The variety in lighting, backgrounds, and angles improves model generalization and robustness.

Considerations for Using the Data

Social Impact

This dataset enables the development of smarter automotive vision systems, potentially improving road safety, traffic analysis, and vehicle recognition technology.

Limitations

  • The dataset may not cover all types of vehicles or rare models.
  • Weather conditions and night-time driving images may be underrepresented.

Contact

Citation

BibTeX:

@misc{carimages2025,
  title={Car Images Dataset},
  author={Anonymous Contributors},
  year={2025},
  url={https://huggingface.co/datasets/<your-dataset-name>}
}
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