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| license: cc-by-4.0 |
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| # Dataset Card for Electrical-Lines-Defect-Detection |
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|
| - This repository contains datasets curated for APEPDCL's Line Quality Monitoring System, and will followed with further updates to datasets. |
| - These are released to foster open-source collaboration, reproducibility, and hands-on learning in AI. |
| - GitHub Repo Link: [Click here](https://github.com/EPDCL/Electrical-Lines-Defect-Detection) |
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| ## Overview |
| |
| - **Captured by:** APEPDCL linemen with mobile cameras |
| - **Curated by:** [Sampath Balaji](https://github.com/sampath-balaji/) & team, at [APEPDCL](https://www.apeasternpower.com/) |
| - **License:** CC BY 4.0 |
| - **This ongoing project is supervised and mentored by [Sasank Chilamkurthy](https://chsasank.com/about/), whose expertise has guided its development.** |
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| ## 📂 Repository Structure |
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|
| ```bash |
| Electrical-Lines-Defect-Detection/ |
| ├── Poles_LeanedStraight/ |
| │ ├── ObjectDetection/ ← YOLOv12 bbox dataset + code |
| │ └── Classification/ ← Folder + CSV classification dataset + code |
| └── README.md ← (this file) |
| ``` |
|
|
| ## Datasets |
| | Module | Type | Split | HF Link | |
| | -------------------- | -------------- | ---------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | |
| | **Object Detection** | YOLOv12-format | train/valid/test | [Direct link to Dataset](https://huggingface.co/datasets/EPDCL/Electrical-Lines-Defect-Detection/tree/main/Poles_LeanedStraight/ObjectDetection) | |
| | **Classification** | Folder+CSV | train/val/test | [Direct link to Dataset](https://huggingface.co/datasets/EPDCL/Electrical-Lines-Defect-Detection/tree/main/Poles_LeanedStraight/Classification) | |
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| ## Usage |
| Each sub-folder contains its own ```README.md``` with: |
| - Dataset details (structure, labeling process) |
| - Training & inference instructions |
| - Metrics & sample outputs |
| Navigate into the folder you’re interested in, then follow the steps there. |
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| ## 🤝 Contributing |
| We welcome: |
| - Improved annotations or protocols |
| - Pull requests to code or documentation |
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|
| ## Sample Visualizations |
| - Classification model |
| <p align="center"> <img src="https://raw.githubusercontent.com/sampath-balaji/Electrical-Lines-Defect-Detection/refs/heads/main/Pole_LeanedStraight_Defect/Classification/assets/val_viz_ep40.png" width="600"/> </p> |
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| - Object Detection model |
| <p align="center"> |
| <img src="https://raw.githubusercontent.com/sampath-balaji/Electrical-Lines-Defect-Detection/refs/heads/main/Pole_LeanedStraight_Defect/ObjectDetection/assets/output.jpeg" width="600"/> |
| </p> |
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| ## 📄 License |
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| - [Dataset](https://huggingface.co/datasets/EPDCL/Electrical-Lines-Defect-Detection): CC BY 4.0 |
| - [Code](https://github.com/EPDCL/Electrical-Lines-Defect-Detection): MIT License |
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