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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

Semi-automatic deep learning pipeline for nuclei detection, muscle fibre segmentation and quantitative biological index computation in fluorescence microscopy images (FSHD context).

  • Updated Feb 26, 2026

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

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