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efb1801 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 | # Enhanced Ripeness Classifier Training Summary
- **Best Validation Accuracy**: 91.71%
- **Final Training Accuracy**: 89.76%
- **Final Validation Accuracy**: 88.63%
- **Target Achieved**: ❌ No
- **Training Images**: 1,436 (564 unripe + 872 ripe)
- **Model**: EfficientNet-B0 with dropout
- **Key Improvements**: OneCycleLR, heavy augmentation, label smoothing
## 📈 Improvement
Accuracy improved from 91.94% to 91.71%.
Consider additional improvements.
## Next Steps
1. Test the enhanced model on sample images
2. Compare with baseline model
3. Export to TFLite for Raspberry Pi deployment
4. Integrate with strawberry detector
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