Construction Site Annotations V2 Computer Vision Project

Michael Batavia

Updated 8 months ago

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Classes (46)
Barricades
Camion
Cone
Drum
Foot Ladder
Machine
Safety-barrier
Safety-bollard
Safety-cone
Scaffolding
TCP
Tube
Type3Barricade
\
barrier
boots car cone construction
construction_cones
construction_equipment
construction_signs
hardhat
heavy
horizongtal
horizonr
horizontal scaffolding
ladder
light-off
light-on
person pole
safety
scaffolding poel
scaffolding pole
scaffolding pole\
traffic cone
trash_bin
truck
vertical scaffolding
vest worker
worker with helmet_step on railing
worker_with_helmet
worker_without_helmet
Description

Here are a few use cases for this project:

  1. Safety Compliance Monitoring: Companies can use the model to monitor safety compliance at construction sites in real time. This includes identifying workers without safety helmets or when they're performing risky activities such as leaning out of scaffolding or climbing without proper safety equipment.

  2. Risk Assessment and Mitigation: The model can be used to scan construction sites for potential hazards such as open-holes, organic peroxide, flammable substances, and more. This can help in risk assessment, mitigation planning, and ensuring that necessary precautions are taken to minimize accidents.

  3. Site Inspection and Progress Monitoring: By identifying specific items like construction equipment, scaffolding, and materials, the model can be used to remotely monitor a site's progress, reducing the need for frequent on-site inspections and increasing operational efficiency.

  4. Efficient Resource Allocation: This model can be useful for construction site managers to identify on-ground resources such as machinery, vehicles, and manpower. So that they can allocate resources more efficiently and avoid operational bottlenecks.

  5. Traffic Management: Given the model's ability to identify various roadside signs, it can aid in creating smarter traffic management strategies around construction sites. Ensuring smooth flow of traffic while maximizing safety for both construction workers and the public.

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{
                            construction-site-annotations-v2_dataset,
                            title = { Construction Site Annotations V2 Dataset },
                            type = { Open Source Dataset },
                            author = { Michael Batavia },
                            howpublished = { \url{ https://universe.roboflow.com/michael-batavia/construction-site-annotations-v2 } },
                            url = { https://universe.roboflow.com/michael-batavia/construction-site-annotations-v2 },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2024 },
                            month = { apr },
                            note = { visited on 2024-11-27 },
                            }