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.github/workflows | ||
dinov2 | ||
notebooks | ||
notes | ||
scripts | ||
tests | ||
.gitignore | ||
CODE_OF_CONDUCT.md | ||
CONTRIBUTING.md | ||
LICENSE | ||
MODEL_CARD.md | ||
README.md | ||
conda.yaml | ||
conda_cpu.yaml | ||
conda_or.yaml | ||
condas_or-extras.yaml | ||
hubconf.py | ||
pyproject.toml | ||
requirements-dev.txt | ||
requirements-extras.txt | ||
requirements.txt | ||
setup.cfg | ||
setup.py |
README.md
DINOv2 for cell classification
This project is a fork of the DINOv2 repo published by meta, aiming to use the methodology presented in their papers to train a series of
model on blood white cells images.
Developping a foundation model for blood white cells is interesting for several reasons:
- The categories of blood white cells are not unanimous, and hematologists / datasets make different classes.
- Some blood white cells present mutations that are visible on images, and those distinguishible features could be embedded by the model
Installing
Training
Most of the code used for the training