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--- |
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title: Computervisionobjectdetection |
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emoji: ⚡ |
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colorFrom: purple |
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colorTo: pink |
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sdk: gradio |
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sdk_version: 5.31.0 |
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app_file: app.py |
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pinned: false |
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--- |
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# 📷✨ Object Detection Demo |
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[](https://huggingface.co/spaces/your-username/object-detection-demo) |
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[](https://gradio.app) |
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[](https://huggingface.co/facebook/detr-resnet-50) |
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[](LICENSE) |
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--- |
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## 🚀 Overview |
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Experience **real-time, Transformer-powered object detection** entirely on CPU. |
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Upload any image and instantly see **bounding boxes**, **labels**, and **confidence scores**—all wrapped in a sleek Gradio interface. |
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> **Core technologies:** |
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> • **DETR** (DEtection TRansformer) for end-to-end CV pipelines |
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> • **Hugging Face Transformers** for model orchestration |
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> • **Gradio Blocks** for interactive web UI |
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> • **Pillow (PIL)** for image annotation |
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--- |
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## ✨ Key Features |
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| 🔑 Feature | 🔍 Description | |
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|----------------------------|--------------------------------------------------------------| |
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| **⚡ Transformer CV** | Uses DETR + ResNet-50 backbone for state-of-the-art accuracy | |
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| **🕒 Real-Time Inference** | Sub-second CPU performance on typical images | |
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| **🎨 Annotated Output** | Red boxes + text overlays for clear visual feedback | |
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| **📊 Detection Table** | Interactive DataFrame of labels & confidence scores | |
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| **☁️ Cloud-Native Deploy** | One-click deploy on free Hugging Face Spaces | |
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| **🔧 Modular Architecture** | Swap models or add filters with minimal code changes | |
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--- |
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## 🏗️ Architecture & Workflow |
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1. **Image Upload** |
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User drops in any JPEG/PNG. |
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2. **DETR Pipeline** |
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`pipeline("object-detection", model="facebook/detr-resnet-50")` |
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3. **Post-processing** |
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Draws bounding boxes + labels via PIL. |
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4. **UI Rendering** |
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Gradio displays the annotated image and a label/score table. |
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--- |
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## 🛠️ Quick Start (Local) |
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```bash |
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git clone https://github.com/your-username/object-detection-demo.git |
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cd object-detection-demo |
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python3 -m venv venv && source venv/bin/activate |
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pip install -r requirements.txt |
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python app.py |
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## Latest Update |
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- Upgraded DETR model for better accuracy. - May 29, 2025 📝 |
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- Added support for multiple object classes. - December 17, 2025 📝 |
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- Optimized CPU inference for faster detection. ⚡ - December 15, 2025 📝 |
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- Enhanced Gradio UI for image uploads. 🔧 - December 14, 2025 📝 |
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- Improved bounding box visualization. - December 12, 2025 📝 |
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- Added support for multiple object classes. - December 07, 2025 📝 |
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- Optimized CPU inference for faster detection. - December 05, 2025 📝 |
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- Enhanced Gradio UI for image uploads. - December 02, 2025 📝 |
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- Improved bounding box visualization. 🎨 - November 30, 2025 📝 |
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- Upgraded DETR model for better accuracy. - November 27, 2025 📝 |
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- Added support for multiple object classes. 🔧 - November 25, 2025 📝 |
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- Optimized CPU inference for faster detection. - November 22, 2025 📝 |
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- Enhanced Gradio UI for image uploads. 📷 - November 20, 2025 📝 |
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- Upgraded DETR model for better accuracy. 📊 - November 16, 2025 📝 |
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- Added support for multiple object classes. - November 12, 2025 📝 |
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- Optimized CPU inference for faster detection. 📷 - November 11, 2025 📝 |
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- Enhanced Gradio UI for image uploads. 🔧 - November 09, 2025 📝 |
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- Improved bounding box visualization. - November 07, 2025 📝 |
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- Upgraded DETR model for better accuracy. ⚡ - November 06, 2025 📝 |
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- Added support for multiple object classes. - November 04, 2025 📝 |
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- Optimized CPU inference for faster detection. - November 02, 2025 📝 |
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- Enhanced Gradio UI for image uploads. - October 30, 2025 📝 |
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- Improved bounding box visualization. ⚡ - October 28, 2025 📝 |
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- Upgraded DETR model for better accuracy. 📷 - October 27, 2025 📝 |
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- Added support for multiple object classes. - October 25, 2025 📝 |
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- Optimized CPU inference for faster detection. - October 23, 2025 📝 |
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- Enhanced Gradio UI for image uploads. 🎨 - October 20, 2025 📝 |
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- Improved bounding box visualization. 🔧 - October 18, 2025 📝 |
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- Upgraded DETR model for better accuracy. 📊 - October 15, 2025 📝 |
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- Added support for multiple object classes. 🔧 - October 13, 2025 📝 |
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- Optimized CPU inference for faster detection. 🎨 - October 09, 2025 📝 |
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- Enhanced Gradio UI for image uploads. - October 07, 2025 📝 |
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- Improved bounding box visualization. 📷 - October 06, 2025 📝 |
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- Upgraded DETR model for better accuracy. - October 04, 2025 📝 |
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- Added support for multiple object classes. 📊 - October 02, 2025 📝 |
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- Optimized CPU inference for faster detection. ⚡ - October 01, 2025 📝 |
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- Enhanced Gradio UI for image uploads. - September 29, 2025 📝 |
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- Improved bounding box visualization. 📷 - September 27, 2025 📝 |
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- Upgraded DETR model for better accuracy. - September 26, 2025 📝 |
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- Added support for multiple object classes. 📊 - September 24, 2025 📝 |
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- Optimized CPU inference for faster detection. 🔧 - September 22, 2025 📝 |
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- Enhanced Gradio UI for image uploads. ⚡ - September 21, 2025 📝 |
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- Improved bounding box visualization. - September 19, 2025 📝 |
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- Upgraded DETR model for better accuracy. - September 17, 2025 📝 |
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- Added support for multiple object classes. - September 16, 2025 📝 |
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- Optimized CPU inference for faster detection. 🎨 - September 14, 2025 📝 |
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- Enhanced Gradio UI for image uploads. - September 12, 2025 📝 |
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- Improved bounding box visualization. 🎨 - September 11, 2025 📝 |
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- Upgraded DETR model for better accuracy. - September 09, 2025 📝 |
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- Added support for multiple object classes. 📷 - September 07, 2025 📝 |
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- Optimized CPU inference for faster detection. - September 06, 2025 📝 |
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- Enhanced Gradio UI for image uploads. ⚡ - September 04, 2025 📝 |
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- Improved bounding box visualization. - September 02, 2025 📝 |
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- Upgraded DETR model for better accuracy. - September 01, 2025 📝 |
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- Added support for multiple object classes. 📊 - August 30, 2025 📝 |
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- Optimized CPU inference for faster detection. - August 28, 2025 📝 |
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- Enhanced Gradio UI for image uploads. 🔧 - August 27, 2025 📝 |
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- Improved bounding box visualization. - August 25, 2025 📝 |
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- Upgraded DETR model for better accuracy. 🔧 - August 23, 2025 📝 |
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- Added support for multiple object classes. - August 22, 2025 📝 |
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- Optimized CPU inference for faster detection. - August 20, 2025 📝 |
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- Enhanced Gradio UI for image uploads. ⚡ - August 18, 2025 📝 |
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- Improved bounding box visualization. - August 17, 2025 📝 |
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- Upgraded DETR model for better accuracy. - August 15, 2025 📝 |
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- Added support for multiple object classes. 📷 - August 14, 2025 📝 |
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- Optimized CPU inference for faster detection. - August 13, 2025 📝 |
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- Enhanced Gradio UI for image uploads. - August 12, 2025 📝 |
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- Improved bounding box visualization. - August 11, 2025 📝 |
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- Upgraded DETR model for better accuracy. 🎨 - August 10, 2025 📝 |
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- Enhanced Gradio UI for image uploads. 📷 - August 08, 2025 📝 |
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- Improved bounding box visualization. - August 07, 2025 📝 |
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- Upgraded DETR model for better accuracy. ⚡ - August 06, 2025 📝 |
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- Added support for multiple object classes. 🎨 - August 05, 2025 📝 |
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- Optimized CPU inference for faster detection. - August 04, 2025 📝 |
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- Enhanced Gradio UI for image uploads. - August 03, 2025 📝 |
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- Improved bounding box visualization. ⚡ - August 02, 2025 📝 |
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- Upgraded DETR model for better accuracy. - August 01, 2025 📝 |
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- Added support for multiple object classes. - July 30, 2025 📝 |
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- Optimized CPU inference for faster detection. - July 29, 2025 📝 |
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- Enhanced Gradio UI for image uploads. 📊 - July 28, 2025 📝 |
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- Improved bounding box visualization. - July 27, 2025 📝 |
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- Upgraded DETR model for better accuracy. 📷 - July 26, 2025 📝 |
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- Added support for multiple object classes. - July 25, 2025 📝 |
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- Optimized CPU inference for faster detection. - July 24, 2025 📝 |
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- Enhanced Gradio UI for image uploads. 🔧 - July 23, 2025 📝 |
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- Improved bounding box visualization. 📷 - July 22, 2025 📝 |
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- Upgraded DETR model for better accuracy. - July 21, 2025 📝 |
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- Added support for multiple object classes. - July 20, 2025 📝 |
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- Optimized CPU inference for faster detection. - July 19, 2025 📝 |
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- Enhanced Gradio UI for image uploads. - July 18, 2025 📝 |
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- Improved bounding box visualization. - July 17, 2025 📝 |
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- Upgraded DETR model for better accuracy. 🔧 - July 16, 2025 📝 |
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- Added support for multiple object classes. ⚡ - July 15, 2025 📝 |
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- Optimized CPU inference for faster detection. - July 11, 2025 📝 |
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- Enhanced Gradio UI for image uploads. - July 10, 2025 📝 |
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- Improved bounding box visualization. 📊 - July 09, 2025 📝 |
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- Upgraded DETR model for better accuracy. - July 08, 2025 📝 |
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- Added support for multiple object classes. - July 07, 2025 📝 |
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- Optimized CPU inference for faster detection. - July 06, 2025 📝 |
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- Enhanced Gradio UI for image uploads. 🎨 - July 05, 2025 📝 |
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- Improved bounding box visualization. 📊 - July 04, 2025 📝 |
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- Upgraded DETR model for better accuracy. ⚡ - July 03, 2025 📝 |
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- Added support for multiple object classes. 🎨 - July 02, 2025 📝 |
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- Optimized CPU inference for faster detection. 📷 - July 01, 2025 📝 |
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- Enhanced Gradio UI for image uploads. 🔧 - June 30, 2025 📝 |
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- Improved bounding box visualization. - June 29, 2025 📝 |
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- Upgraded DETR model for better accuracy. - June 28, 2025 📝 |
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- Added support for multiple object classes. ⚡ - June 27, 2025 📝 |
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- Optimized CPU inference for faster detection. - June 26, 2025 📝 |
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- Enhanced Gradio UI for image uploads. 📷 - June 25, 2025 📝 |
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- Improved bounding box visualization. 🎨 - June 24, 2025 📝 |
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- Upgraded DETR model for better accuracy. - June 23, 2025 📝 |
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- Added support for multiple object classes. - June 22, 2025 📝 |
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- Optimized CPU inference for faster detection. - June 21, 2025 📝 |
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- Enhanced Gradio UI for image uploads. - June 20, 2025 📝 |
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- Improved bounding box visualization. 📊 - June 19, 2025 📝 |
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- Upgraded DETR model for better accuracy. - June 18, 2025 📝 |
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- Added support for multiple object classes. 🔧 - June 17, 2025 📝 |
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- Optimized CPU inference for faster detection. 📊 - June 16, 2025 📝 |
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- Enhanced Gradio UI for image uploads. - June 15, 2025 📝 |
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- Improved bounding box visualization. ⚡ - June 14, 2025 📝 |
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- Upgraded DETR model for better accuracy. 📷 - June 13, 2025 📝 |
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- Optimized CPU inference for faster detection. - June 11, 2025 📝 |
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- Enhanced Gradio UI for image uploads. - June 10, 2025 📝 |
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- Improved bounding box visualization. - June 09, 2025 📝 |
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- Upgraded DETR model for better accuracy. 🎨 - June 08, 2025 📝 |
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- Added support for multiple object classes. 🔧 - June 07, 2025 📝 |
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- Optimized CPU inference for faster detection. 📊 - June 06, 2025 📝 |
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- Enhanced Gradio UI for image uploads. 🔧 - June 05, 2025 📝 |
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- Improved bounding box visualization. - June 04, 2025 📝 |
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- Upgraded DETR model for better accuracy. ⚡ - June 03, 2025 📝 |
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- Added support for multiple object classes. - June 02, 2025 📝 |
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- Optimized CPU inference for faster detection. 📷 - June 01, 2025 📝 |
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- Enhanced Gradio UI for image uploads. 🎨 - May 31, 2025 📝 |
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- Improved bounding box visualization. - May 30, 2025 📝 |
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**Website**: https://ghostainews.com/ |
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**Discord**: https://discord.gg/BfA23aYz |
