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| title: Enhanced Object Detection App (DETR, Face & Object Detection, Multilingual) | |
| emoji: 👁️ | |
| colorFrom: indigo | |
| colorTo: purple | |
| sdk: gradio | |
| sdk_version: "5.38.0" | |
| app_file: app.py | |
| pinned: false | |
| # 🚀 Enhanced Object Detection App — DETR, Face & Object Detection, Multilingual | |
| **Real-time object detection, face detection and multilingual labeling with DETR models, powered by Gradio and Hugging Face Spaces.** | |
| Detect people, faces, animals, and everyday objects in your images using the latest DETR-based models. Choose your language and model for fully customizable AI vision. | |
| --- | |
| ## 🌍 Features — Object Detection, Face Detection, DETR, Multilingual | |
| - **Multilingual interface:** English, Spanish, French (automatic label translation) | |
| - **Multiple DETR models:** General objects, small objects, faces | |
| - **Dynamic label translation:** See object names in your chosen language | |
| - **Adjustable detection threshold:** Control model sensitivity for better results | |
| - **Powered by COCO dataset:** Detect 80+ everyday object categories (see [COCO classes](https://cocodataset.org/#explore)) | |
| - **Runs in your browser with [Gradio](https://gradio.app/) and [Hugging Face Spaces](https://huggingface.co/spaces)** | |
| --- | |
| ## 🖼️ How to use | |
| 1. **Upload an image** (drag & drop or click) | |
| 2. **Choose your preferred language** | |
| 3. **Select a detection model** | |
| - _General Objects (fast)_: Everyday items, people, animals (DETR ResNet-50) | |
| - _General Objects (high precision)_: Higher accuracy (DETR ResNet-101) | |
| - _Small Objects/Details (slow)_: Best for tiny objects (DETR DC5) | |
| - _Face Detection (people only)_: Detects faces only (fine-tuned DETR) | |
| 4. **Adjust the detection threshold** if needed | |
| 5. Click **Detect Objects** to see the results! | |
| --- | |
| ## 💡 Models available | |
| | Model | Description | | |
| |-------------------------------------------|-----------------------------------------------------| | |
| | General Objects (fast) | Fast detection of 80+ objects (DETR ResNet-50, COCO)| | |
| | General Objects (high precision) | More precise for challenging scenes (ResNet-101) | | |
| | Small Objects/Details (slow) | Better for tiny/detailed objects (DETR DC5) | | |
| | Face Detection (people only) | Only detects faces (fine-tuned DETR) | | |
| --- | |
| ## 📦 About this app | |
| Built with: | |
| - 🤗 [Gradio](https://gradio.app/) | |
| - 🤗 [Transformers](https://huggingface.co/transformers/) | |
| - [DETR](https://huggingface.co/facebook/detr-resnet-50) family of models | |
| - [COCO dataset](https://cocodataset.org/#explore) | |
| Explore more at [Hugging Face Spaces](https://huggingface.co/spaces). | |
| --- | |
| ## ❤️ Like this Space? | |
| If you found this app useful, **please give it a 🌟 like** (top right)! | |
| Your feedback and support help it grow. | |
| --- | |
| _Developed by [vsaez](https://huggingface.co/vsaez). Powered by open-source AI._ | |