max kellerman

DBIS2022_P4

Object Detection

DBIS2022_P4 Computer Vision Project

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Here are a few use cases for this project:

  1. Grid Health Monitoring: The DBIS2022_P4 model can be used in power grid systems to automatically identify and monitor the condition of different components such as insulators, transformers, cables, etc. for damage or faults. This could significantly reduce the time and cost involved in manual inspections.

  2. Predictive Maintenance in Power Plants: The model can be used to predict possible failure points and schedule maintenance based on subtle changes in insulators or other components. This will increase safety and efficiency in power plants.

  3. Hardware Quality Control: Companies manufacturing power equipment can use the model to inspect their products (cables, insulators, transformers) for quality assurance purposes, identifying defective or sub-standard products.

  4. Damage Assessment during Natural Disasters: The model can assist in doing swift and accurate damage assessment of power infrastructure after natural disasters such as hurricanes and earthquakes, helping in prioritizing repairs and restoration of normal power supply.

  5. Electrician Training: The model could serve as a training aid for new electricians or electrical engineers, helping them understand different components and identify common issues like a bent insulator, frayed cable, or burned transformer.

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{
                            dbis2022_p4_dataset,
                            title = { DBIS2022_P4 Dataset },
                            type = { Open Source Dataset },
                            author = { max kellerman },
                            howpublished = { \url{ https://universe.roboflow.com/max-kellerman-cz98k/dbis2022_p4 } },
                            url = { https://universe.roboflow.com/max-kellerman-cz98k/dbis2022_p4 },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { mar },
                            note = { visited on 2024-02-24 },
                            }
                        

Connect Your Model With Program Logic

Find utilities and guides to help you start using the DBIS2022_P4 project in your project.

Source

max kellerman

Last Updated

a year ago

Project Type

Object Detection

Subject

brokeninsulators

Classes

0 1 2 3 Bent Insulator Burned transformer Cable Connector Frayed Cable Fuse Cutout Insulator Power_Cable Power_cable Tangled Object cdien_gom_ban cdien_gom_tt_vo cdien_polyme_tt_cong csv_gom_ban csv_gom_tt_vo csv_polyme_tt_rach damper ddan_tt_mon ddan_tt_tua ddan_tt_vatla insulator plate power cable spacer tower transformer vday_tt

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Views in previous 30 days: 18

Downloads: 7

Downloads in previous 30 days: 1

License

CC BY 4.0

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