Traffic signals Puzzlebot Object Detection Dataset and Pre-Trained Model by ServicioSocialWorkspace

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Explore Dataset

Here are a few use cases for this project:

Driver Assistance Systems: The "Traffic signals Puzzlebot" model could be integrated into onboard driver assistance systems or autonomous vehicles to identify and recognize traffic signals in real time, helping ensure proper navigation and compliance with traffic rules.
Educational Games: The model's unique puzzle-based approach may be utilized to develop interactive educational games that teach children and e-learners about different traffic signals and their meanings, improving road safety education.
Traffic Monitoring: Government agencies or traffic authorities can use this model to analyze live or recorded footage from traffic cameras to monitor and track the functionality and visibility of traffic signals for regular maintenance or during specific events like construction.
Augmented Reality Applications: In AR applications, this model can be used to provide information overlay about identified traffic signals to users, enhancing navigation and improving user understanding of unfamiliar traffic rules in different regions.
Virtual Driving Simulations: In driving simulators for learner drivers or professional training, the "Traffic signals Puzzlebot" model could be embedded to provide realistic recognition of traffic signals, enhancing the learning experience and realism of the simulation.

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.

YOLOv5

This project has a YOLOv5 model checkpoint available for inference with Roboflow Deploy. YOLOv5 is a proven and tested, production ready, state-of-the-art real-time object detection model.

Cite This Project

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

@misc{
                            traffic-signals-puzzlebot_dataset,
                            title = { Traffic signals Puzzlebot Dataset },
                            type = { Open Source Dataset },
                            author = { ServicioSocialWorkspace },
                            howpublished = { \url{ https://universe.roboflow.com/serviciosocialworkspace/traffic-signals-puzzlebot } },
                            url = { https://universe.roboflow.com/serviciosocialworkspace/traffic-signals-puzzlebot },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { jun },
                            note = { visited on 2024-05-06 },
                            }