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fixmatch

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Code accompanying the bioRxiv preprint “Trust, but Verify”: uncertainty-gated semi-supervised malaria cell classification using Monte Carlo dropout and confidence-weighted pseudo-labeling.

  • Updated Oct 20, 2026
  • Jupyter Notebook

This repository contains the complete implementation of a semi-supervised instance segmentation pipeline using YOLOv11. The project explores FixMatch, MixMatch, and Mean Teacher methods and evaluates their effectiveness using limited labeled data and abundant unlabeled data as part of the CSE 438 Final Project.

  • Updated Dec 13, 2025
  • Jupyter Notebook

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