Door detection Object Detection Dataset and Pre-Trained Model by Nathaly Espinoza

Images

1993 images

Explore Dataset

Here are a few use cases for this project:

Smart Home Security: The Door detection model can be integrated into smart home security systems to monitor and detect unauthorized access. By identifying different types of doors and their status (open/closed), the system can trigger alarms or notifications if a door is breached or left open unintentionally.
Elderly and Disabled Assistance: This model can be used in assisted living facilities and homes to help elderly and disabled individuals with mobility challenges. By accurately detecting doors and their respective handles or knobs, the system can guide users, open doors automatically (with compatible hardware), or alert caregivers of any issues in door access.
Augmented Reality Navigation: The Door detection model can be incorporated into augmented reality systems, providing users with real-time information about doors in their surroundings. This can assist visually impaired users in navigating through buildings, knowing which doors they can open, and the type of door mechanism (lever or knob) they'll encounter.
Smart Building Automation: Integrated into building management systems, the Door detection model can enable smarter energy savings and security monitoring. By detecting open doors, closed doors, or malfunctioning doors, the system can control HVAC systems accordingly or alert building management of any security issues.
Construction and Architecture Analysis: The Door detection model can help architects, contractors, and building inspectors to evaluate doors and their mechanisms for safety and regulatory compliance. By classifying door types and their hardware, the system can assess if appropriate doors and mechanisms have been installed according to building codes and requirements.

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{
                            door-detection-zqt59_dataset,
                            title = { Door detection Dataset },
                            type = { Open Source Dataset },
                            author = { Nathaly Espinoza },
                            howpublished = { \url{ https://universe.roboflow.com/nathaly-espinoza/door-detection-zqt59 } },
                            url = { https://universe.roboflow.com/nathaly-espinoza/door-detection-zqt59 },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2022 },
                            month = { jul },
                            note = { visited on 2024-07-27 },
                            }