MachineDetectionAndSafety Computer Vision Project

Project

Updated 2 years ago

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Classes (12)
CircularSaw
Furnace
Hard-Hat
LatheMachine
driller-machine
machine
mask person
safety-earplugs
safety-glasses
safety-glove
safety-vest
Description

Here are a few use cases for this project:

  1. Industrial Safety Monitoring: This model can be deployed in factories or industrial plants to monitor whether the workers are following all the safety protocols like using hard-hats, safety glasses, gloves, vests, masks, and earplugs. If someone is found not adhering to the safety measures, an alert can be raised promptly.

  2. Personal Protective Equipment (PPE) Compliance: Researchers and safety officers can use the model to analyze levels of compliance with mandatory PPE use in different industrial sectors. This can help formulate better policies and measures to ensure worker safety.

  3. Training and Education: The computer vision model can be used in training applications to educate workers about the proper use of safety equipment. Real-time feedback can be provided to the user on whether they have correctly employed safety gear or not.

  4. Automation in Manufacturing: The safety system can automatically identify machinery such as circular saws, drilling machines, lathes, and furnaces. This can help in increasing automation of production lines and maintaining workflow efficiency.

  5. Accident Prevention and Investigation: In the unfortunate event of an accident, this model can be used to replay the event and understand the sequence of occurrences, potentially identifying what safety measures were not followed, or what machine was involved, helping to prevent such occurrences in the future.

Supervision

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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{
                            machinedetectionandsafety_dataset,
                            title = { MachineDetectionAndSafety Dataset },
                            type = { Open Source Dataset },
                            author = { Project },
                            howpublished = { \url{ https://universe.roboflow.com/project-7cnqs/machinedetectionandsafety } },
                            url = { https://universe.roboflow.com/project-7cnqs/machinedetectionandsafety },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2022 },
                            month = { jul },
                            note = { visited on 2024-10-04 },
                            }
                        
                    

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