| # AutoAnotationModel | |
| This repository contains the custom model checkpoint `Model.pth` and a powerful annotation pipeline developed by **Rajkumar G** for real-time object auto-annotation and YOLO dataset generation. | |
| ## 🔧 What This Is | |
| `AutoAnotationModel` enables: | |
| - ⚙️ Multi-class object detection using template-based region matching | |
| - 🧠 Intelligent segmentation refinement using custom logic | |
| - 🖼️ Live visual preview of annotations through a Flask web application | |
| - 📤 YOLO-format `.txt` export for training detection models | |
| - 📦 Exportable annotation packages including image + labels | |
| The model and its web interface are used in applications like: | |
| - Bin/Cover detection | |
| - Mechanical part annotation | |
| - Industrial dataset creation | |
| - Real-time inspection and labeling | |
| --- | |
| ## 🧠 Model Information | |
| - **Model Name:** `Model.pth` | |
| - **Hosted on:** [Hugging Face - Rajkumar57/AutoAnotationModel](https://huggingface.co/Rajkumar57/AutoAnotationModel) | |
| - **Created by:** Rajkumar G | |
| - **Frameworks Used:** Python, PyTorch, OpenCV, Flask | |
| - **Use Case:** Real-time annotation & YOLO label generation | |
| --- | |
| ## 🚀 How to Use the Model | |
| ```python | |
| from huggingface_hub import hf_hub_download | |
| from segment_anything import sam_model_registry, SamPredictor | |
| import torch | |
| # Download model from Hugging Face Hub | |
| model_path = hf_hub_download(repo_id="Rajkumar57/AutoAnotationModel", filename="Model.pth") | |
| # Load model | |
| model = sam_model_registry["vit_h"](checkpoint=model_path) | |
| model = model.to("cuda" if torch.cuda.is_available() else "cpu") | |
| predictor = SamPredictor(model) | |
| ``` | |
| --- | |
| ## 🌟 Key Features of My Annotation System | |
| - ✅ Web interface for user-defined class names and class IDs | |
| - 📁 Upload template images for each class | |
| - 🔍 Automatic region detection and segmentation | |
| - 📤 YOLO-format `.txt` annotation generation | |
| - 📸 Annotated image previews | |
| - 📦 One-click export as `.zip` | |
| --- | |
| ## 📁 Files Included | |
| | File | Description | | |
| |-------------|----------------------------------------------| | |
| | `Model.pth` | Custom-trained model for annotation tasks | | |
| | `README.md` | Documentation for usage | | |
| --- | |
| ## 👨💻 Author | |
| **Rajkumar G** | |
| 📧 g.p.rajkumar5@gmail.com | |
| 🔗 [LinkedIn](https://linkedin.com/in/rajkumar) | [GitHub](https://github.com/rajkumar) | |
| --- | |
| ## 📜 License | |
| This model and pipeline were fully created by **Rajkumar G** and are released strictly for **academic and research purposes only**. | |
| For commercial use, integration support, or contributions, feel free to reach out directly. | |
| --- | |
| *Proudly developed and maintained by Rajkumar G. If you use this project, kindly give credit or cite this repository.* | |