Door Handles Instance Segmentation Dataset and Pre-Trained Model by SocRob

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Explore Dataset

Here are a few use cases for this project:

Assistive Technology for Visually Impaired: The "Door Handles" model can be incorporated into camera-equipped assistive devices for visually impaired individuals. It can help them navigate spaces by identifying and differentiating between different types of door handles, thereby informing them on the best method to open a specific door.
Smart Home Systems: The model can be used in the development of intelligent home systems to manage automatic locking or unlocking doors. By identifying the type of door handle, the system may ascertain the appropriate mechanism to engage or disengage a lock.
Accessibility Audit: Architects and civil engineers could use the model to conduct accessibility audits of buildings. Different types of door handles have various degrees of accessibility for people with disabilities. The model can quickly identify what type of handles are used throughout a building, aiding experts in accessibility compliance checks.
Industrial Design and Manufacturing: In design and production of doors and furniture, the model can support quality control. It can identify and classify door handle types, ensuring they match the design specs.
Augmented Reality Applications: For interior design or remodeling apps, the model could identify existing door handle types. Users could then view alternatives on their existing doors in an augmented reality setting, aiding in their decision-making process.

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-handles_dataset,
                            title = { Door Handles Dataset },
                            type = { Open Source Dataset },
                            author = { SocRob },
                            howpublished = { \url{ https://universe.roboflow.com/socrob/door-handles } },
                            url = { https://universe.roboflow.com/socrob/door-handles },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { may },
                            note = { visited on 2024-04-24 },
                            }