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+ # smalltestupload
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+
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+ ## Model Overview
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+ **Architecture:** YOLOv11
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+ **Training Epochs:** 50
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+ **Batch Size:** 32
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+ **Optimizer:** auto
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+ **Learning Rate:** 0.0005
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+ **Data Augmentation Level:** Moderate
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+
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+ ## Training Metrics
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+
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+ - **[email protected]:** 0.995
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+
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+ ## Class IDs
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+ | Class ID | Class Name |
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+ |----------|------------|
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+ | 0 | Panadol |
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+ | 1 | Revanin |
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+
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+
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+ ## Description
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+ This model was trained using the YOLOv11 architecture on a custom dataset. The training process involved 50 epochs with a batch size of 32. The optimizer used was **auto** with an initial learning rate of 0.0005. Data augmentation was set to the **Moderate** level to enhance model robustness.
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+ ## Usage
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+ To use this model for inference, follow the instructions below:
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+ ```python
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+ from ultralytics import YOLO
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+
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+ # Load the trained model
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+ model = YOLO('best.pt')
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+ # Perform inference on an image
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+ results = model('path_to_image.jpg')
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+
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+ # Display results
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+ results.show()