Power

Powerline

Object Detection

Powerline Computer Vision Project

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Images

750 images
Explore Dataset

Here are a few use cases for this project:

  1. "Utility Infrastructure Maintenance": This use case is focused on assisting utility companies to monitor and maintain their infrastructure. By identifying various anomaly classes such as cracks in the structure, missing components, and corrosion, the model can be used to alert maintenance crews about potential risks, therefore enabling proactive rectification.

  2. "Ecosystem Impact Analysis": The model can be utilized by environmental scientists to study the impact of power line towers on local ecosystems, such as identifying instances of bird nests on power line towers or the effect of vegetation growth on these man-made structures.

  3. "Monitoring Overloading and Sagging": Power companies could deploy the model in regular inspections to determine lines that are overloaded or sagging due to excessive load, thereby preventing breaks that could result in power outages.

  4. "Disaster Risk Management": This model can be employed by emergency authorities for monitoring power lines during extreme weather events. Early identification of insulator damage, missing parts or overloading can facilitate prompt repair before these escalate into larger issues such as explosions or outages.

  5. "Automated Compliance Check": Government or regulatory agencies might use this model for assessing utility companies' observation of maintenance guidelines, by analyzing the frequency of anomalies such as bolt, nut or R pin missing and compliance with vegetation clearance norms.

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{
                            powerline-h52e9_dataset,
                            title = { Powerline Dataset },
                            type = { Open Source Dataset },
                            author = { Power },
                            howpublished = { \url{ https://universe.roboflow.com/power-8hp4p/powerline-h52e9 } },
                            url = { https://universe.roboflow.com/power-8hp4p/powerline-h52e9 },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { aug },
                            note = { visited on 2024-02-26 },
                            }
                        

Connect Your Model With Program Logic

Find utilities and guides to help you start using the Powerline project in your project.

Source

Power

Last Updated

7 months ago

Project Type

Object Detection

Subject

anomalies

Classes

Bird Nest Bolt Missing Corrosion Cracks in structure Insulator Damage Nut Bolt Missing Overloading and sagging R Pin Missing Tree and vegetation

Views: 50

Views in previous 30 days: 0

Downloads: 6

Downloads in previous 30 days: 0

License

CC BY 4.0

missing-nuts-and-bolts
94 images
vid
insulator
56 images
DCT
DAU-COT-LEO
150 images
Insulators
200 images