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biomedical-imaging

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🎯 Top 204 solution for Elucidata AI Challenge 2025 – Predicting spatial cell-type composition from histology images using CNNs with EfficientNet & ResNet backbones, multi-scale patching, and coordinate-aware ensemble modeling.

  • Updated Jul 17, 2025
  • Python
OpenCV-Mitosis-Detection

This repository contains a Python application using OpenCV for detecting mitosis in images. Aimed at researchers and biologists, it provides tools to automate the counting and identification of mitotic figures in microscopic images, supporting studies in cellular biology and medical diagnostics.

  • Updated Jun 17, 2024
  • Jupyter Notebook

Multi-scale nuclei segmentation model for breast cancer histopathology using contextual patches, VGG16-based feature extraction, channel attention, and a U-Net decoder. Official Python implementation of the ISBI 2025 paper “M3-Net” with training, evaluation, and visualization workflows.

  • Updated Nov 21, 2025
  • Jupyter Notebook

🔬 Predict spatial cell-type compositions in histology images using deep learning. Leverage CNNs with TensorFlow and Keras for accurate results in cell analysis.

  • Updated Nov 25, 2025
  • Python

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