Team DriverlES

BFMC

Object Detection

BFMC Computer Vision Project

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Images

5439 images
Explore Dataset

This dataset was created to train YOLOv5 models. It focuses specifically on the field of 1:10 scale autonomous model vehicles as used in competitions such as the Bosch Future Mobility Challenge. It includes an extensive collection of images from a test track that emulates various urban driving conditions and shows a variety of objects such as vehicles, pedestrians, traffic signs and road markings that one might encounter in a scaled-down urban environment.

The images were captured in different lighting conditions to ensure that the trained models can perform reliably at different times of day. In addition, the dataset contains images from different viewpoints to cover a comprehensive range of object perspectives, which is crucial for the development of robust object recognition algorithms.

Each image in the dataset is annotated with bounding boxes and the respecting class labels for all objects depicted, providing accurate object recognition and classification. This dataset can be a useful resource for teams participating in scaled autonomous vehicle competitions. It provides labels for all of the objects present in the Bosch Future Mobility challenge and can be used for the development, testing and refinement of perception algorithms in the field of miniature autonomous vehicles.

Trained Model API

This project has a trained model available that you can try in your browser and use to get predictions via our Hosted Inference API and other deployment methods.

Cite This Project

If you use this dataset in a research paper, please cite it using the following BibTeX:

@misc{
                            bfmc-6btkg_dataset,
                            title = { BFMC Dataset },
                            type = { Open Source Dataset },
                            author = { Team DriverlES },
                            howpublished = { \url{ https://universe.roboflow.com/team-driverles/bfmc-6btkg } },
                            url = { https://universe.roboflow.com/team-driverles/bfmc-6btkg },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2024 },
                            month = { mar },
                            note = { visited on 2024-05-02 },
                            }
                        

Connect Your Model With Program Logic

Find utilities and guides to help you start using the BFMC project in your project.

Last Updated

a month ago

Project Type

Object Detection

Subject

Traffic-Signs-and-Pedestrians

Views: 639

Views in previous 30 days: 18

Downloads: 29

Downloads in previous 30 days: 2

License

CC BY 4.0

Classes

car closed-road-stand crosswalk-sign highway-entry-sign highway-exit-sign no-entry-road-sign one-way-road-sign parking-sign parking-spot pedestrian priority-sign round-about-sign stop-line stop-sign traffic-light
objects-U5f0
5397 images
objects
6011 images
car-traffic-sign-7UCo
3758 images