SIDEWALK Semantic Segmentation Dataset and Pre-Trained Model by coe 005

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Explore Dataset

Here are a few use cases for this project:

Urban Planning and Development: This model can be used by urban planners to assess the walkability of different neighborhoods in a city. This includes identifying areas that lack accessible sidewalks and developing strategies to improve pedestrian infrastructure.
Mobility and Accessibility Studies: Researchers studying the mobility and accessibility of different areas (particularly for disabled or elderly individuals) can use this model to understand the extent of walkable paths, and highlight areas where improvements can be made.
Real Estate and Property Valuation: Real estate companies can use this model to provide a walkability score for properties they're selling or renting. A high walkability score can potentially increase the value of a property.
Tourism and Travel Planning: Travel agencies or city tourism departments can utilize this model to create walker-friendly guides for tourists. They can highlight areas with good walkability and develop pedestrian routes for sightseeing.
Environmental and Traffic Impact Studies: Environmental scientists or traffic engineers can use this model to promote walking over driving in congested areas. By identifying areas with high walkability, city councils can devise policies to reduce carbon emissions and traffic congestion.

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{
                            sidewalk-dks4s_dataset,
                            title = { SIDEWALK Dataset },
                            type = { Open Source Dataset },
                            author = { coe 005 },
                            howpublished = { \url{ https://universe.roboflow.com/coe-005/sidewalk-dks4s } },
                            url = { https://universe.roboflow.com/coe-005/sidewalk-dks4s },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2022 },
                            month = { oct },
                            note = { visited on 2024-04-18 },
                            }