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A newer version of the Gradio SDK is available: 6.6.0

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metadata

title: SONAR-AI
emoji: 🔱
colorFrom: blue
colorTo: indigo
sdk: gradio
sdk_version: 6.5.1
app_file: app.py
pinned: true
license: mit
short_description: X-Ray Cargo Analysis + 2128 HS Codes - 96% Accuracy

📊 Model Performance

Metric	Value
Accuracy	96.00%
Match Recall	100%
Mismatch Precision	100%
F1-Score	0.89
Parameters	5.67M

🧠 Architecture: Deep-SOSUFS

Deep-SOSUFS (Self-Organizing Sonar Unsupervised Feature Selection):

✅ EfficientNet-B0 backbone
✅ Self-organizing clustering layers
✅ Learnable feature importance
✅ Attention mechanisms

📋 Dataset

Info	Value
Total Images	125
Match	112 (89.6%)
Mismatch	13 (10.4%)
Source	Iraqi Customs

🎯 Classification

✅ Match: Cargo matches declaration
❌ Mismatch: Cargo does NOT match declaration

👨‍🔬 Author

Dr. Abbas Fadel Jassim Al-Jubouri

🏛️ Iraqi General Customs Authority
🎓 Universiti Kebangsaan Malaysia (UKM)
📅 2025-2026

📚 Citation

@article{aljubouri2026deepsosufs,
  title={Deep-SOSUFS: Self-Organizing Feature Selection for X-Ray Cargo Analysis},
  author={Al-Jubouri, Abbas Fadel Jassim},
  year={2026},
  institution={Universiti Kebangsaan Malaysia}
}