QV-Pipe multi-label classification (super-image 3×3, timm, ASL/CB-Focal, OneCycle, EMA, 5-fold ensemble).. Inspired by Challenge Pipe 2022.
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Dec 21, 2025 - Jupyter Notebook
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nfnet
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Production-ready time-series image classifier using EfficientNet/NFNet with PyTorch Lightning. Supports single-modal and multi-modal learning with F1-score optimization.
python lightning timeseries pytorch transformer classification image-classification lightgbm efficientnet nfnet
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Jun 27, 2025 - Python
🔍 Classify defects in Quick-View videos using deep learning with a complete pipeline for data extraction, model training, and reproducibility.
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Feb 27, 2026 - Jupyter Notebook
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