cloudworker Computer Vision Project

Junsung

Updated 2 years ago

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Classes (11)
Mobile_Scaffolding
Scaffolding
Worker_without_helmet
Worker_without_helmet_climbing
worker with helmet
worker with helmet_climbing
worker with helmet_leaning out
worker with helmet_step on railing
worker with helmet_throwing_material
worker without helmet
worker_with_helmet_holding_material

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Description

Here are a few use cases for this project:

  1. Safety Compliance Monitoring: In the construction field, this model can be used to monitor worker compliance with safety protocols on-site in real-time. It can identify if workers are wearing helmets, if they are engaged in unsafe behaviors such as climbing without a helmet or stepping on railings, and alert managers immediately.

  2. Efficiency Analysis: Companies can use this model to study the efficiency of the workers. For instance, it could potentially identify how often workers are actively building, moving materials, or interacting with scaffolding, providing insights for potential efficiency improvements.

  3. Accident Prevention and Investigation: The model can be used to predict potential accidents by detecting dangerous actions such as workers leaning out from the scaffolding or throwing materials, providing an opportunity to intervene before an incident occurs. It can also help in accident investigations by identifying the cause of accidents based on workers' actions.

  4. Automated Construction Records: This model can help in creating automated construction logs which include when and how scaffolding was installed and dismantled, how workers interacted with it, how much material was used over time, etc., without the need for manual record-keeping.

  5. Training and Education: Images labeled by this model can serve as a basis for developing education and training programs for new workers. They can help visualize best practices and safety precautions related to working with scaffolding.

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Cite This Project

LICENSE
CC BY 4.0

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

                        @misc{
                            cloudworker_dataset,
                            title = { cloudworker Dataset },
                            type = { Open Source Dataset },
                            author = { Junsung },
                            howpublished = { \url{ https://universe.roboflow.com/junsung-lxlim/cloudworker } },
                            url = { https://universe.roboflow.com/junsung-lxlim/cloudworker },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2022 },
                            month = { oct },
                            note = { visited on 2024-12-03 },
                            }