jlevy44 / PathFlow-MixMatch

Don't mix, match! Simple utilities for improved registration of Histopathology Whole Slide Images.
10 stars 6 forks source link

Use meta learning to estimate initial hyperparameters #14

Open sumanthratna opened 4 years ago

sumanthratna commented 4 years ago

for PathFlow 2.0:

This way, we can suggest sane defaults for hyperparameters such as sigma, pyramid, regularisation_weight, etc.

jlevy44 commented 4 years ago

One alternative to meta-learning could be a hyperparameter optimization method (eg. https://github.com/AIworx-Labs/chocolate https://github.com/scikit-optimize/scikit-optimize)