https://relo02.github.io/tags/computer-vision/Computer VisionHugo Blox Builder (https://hugoblox.com)en-usMon, 01 Dec 2025 00:00:00 +0000https://relo02.github.io/media/icon_hu_982c5d63a71b2961.pnghttps://relo02.github.io/tags/computer-vision/https://relo02.github.io/projects/histopathology/Mon, 01 Dec 2025 00:00:00 +0000https://relo02.github.io/projects/histopathology/<p>Image classification of molecular structures in tissue images for the <strong>Artificial Neural Networks &amp; Deep Learning</strong> course at Politecnico di Milano — <strong>ranked 4th of 170 teams</strong> on a hidden test set.</p> <ul> <li><strong>Backbone:</strong> transfer learning with a <strong>ResNet-50</strong> pre-trained via <strong>RetCCL</strong> for histopathology-specific feature extraction.</li> <li><strong>Pipeline:</strong> reproducible <strong>PyTorch Lightning</strong> training with <strong>WeightedRandomSampler</strong> for class imbalance, <strong>AdamW</strong>, label smoothing, cosine annealing, and rotation/flip/color-jitter augmentation.</li> </ul> <p><code>Python</code> · <code>PyTorch</code> · <code>PyTorch Lightning</code> · <code>CNNs</code></p>