🚀 Object Detection App
Upload an image or provide a URL to detect objects using transformer models (DETR, YOLOS, Deformable DETR). Running on port: auto-selected Device: CPU
Input
🔎 Select Model
Model Info: DETR with ResNet-50 for object detection. Fast and accurate.
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Results
📋 Detected Objects
🔍 Unique Objects
📄 Image Properties
Process Image for JSON
🔎 Select Model
Model Info: DETR with ResNet-50 for object detection. Fast and accurate.
0 1
How to Use
- Home: Select a model and confidence threshold, upload an image or provide a URL, click "Detect" to see results.
- JSON: Select a model and confidence threshold, upload an image or enter a URL, click "Process" for JSON output.
- Models: Choose DETR (detection or panoptic), YOLOS (lightweight detection), or Deformable DETR (efficient attention).
- Clear: Reset inputs/outputs in Home or JSON tab.
- Errors: Check error box (Home) or JSON response (JSON) for issues.
Tips
- Use high-quality images for better results.
- Panoptic models provide segmentation masks for complex scenes.
- YOLOS-Tiny is faster for resource-constrained devices.
- Adjust confidence threshold to filter detections (higher = fewer but more confident).